{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 业务预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "from statsmodels.tsa.arima_model import ARMA\n",
    "from itertools import product\n",
    "from datetime import datetime\n",
    "import warnings\n",
    "from statsmodels.stats.diagnostic import acorr_ljungbox\n",
    "warnings.filterwarnings('ignore')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#设置默认字体\n",
    "plt.rcParams['font.sans-serif'] = [u'SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>金额</th>\n",
       "      <th>商品</th>\n",
       "      <th>支付时间</th>\n",
       "      <th>地点</th>\n",
       "      <th>商品大类</th>\n",
       "      <th>商品二级类</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.5</td>\n",
       "      <td>68g好丽友巧克力派2枚</td>\n",
       "      <td>2017-01-01 00:53:00</td>\n",
       "      <td>D</td>\n",
       "      <td>非饮料</td>\n",
       "      <td>饼干糕点</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.0</td>\n",
       "      <td>40g双汇玉米热狗肠</td>\n",
       "      <td>2017-01-01 01:33:00</td>\n",
       "      <td>A</td>\n",
       "      <td>非饮料</td>\n",
       "      <td>肉干/豆制品/蛋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5.0</td>\n",
       "      <td>48g好丽友薯愿香烤原味</td>\n",
       "      <td>2017-01-01 09:05:00</td>\n",
       "      <td>C</td>\n",
       "      <td>非饮料</td>\n",
       "      <td>膨化食品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>600ml可口可乐</td>\n",
       "      <td>2017-01-01 09:41:00</td>\n",
       "      <td>B</td>\n",
       "      <td>饮料</td>\n",
       "      <td>碳酸饮料</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.5</td>\n",
       "      <td>营养快线</td>\n",
       "      <td>2017-01-01 09:41:00</td>\n",
       "      <td>B</td>\n",
       "      <td>饮料</td>\n",
       "      <td>乳制品</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    金额            商品                支付时间 地点 商品大类     商品二级类\n",
       "0  4.5  68g好丽友巧克力派2枚 2017-01-01 00:53:00  D  非饮料      饼干糕点\n",
       "1  3.0    40g双汇玉米热狗肠 2017-01-01 01:33:00  A  非饮料  肉干/豆制品/蛋\n",
       "2  5.0  48g好丽友薯愿香烤原味 2017-01-01 09:05:00  C  非饮料      膨化食品\n",
       "3  3.0     600ml可口可乐 2017-01-01 09:41:00  B   饮料      碳酸饮料\n",
       "4  4.5          营养快线 2017-01-01 09:41:00  B   饮料       乳制品"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f=open('../数据/初步处理数据.csv')\n",
    "data=pd.read_csv(f)\n",
    "data['支付时间'] = pd.to_datetime(data['支付时间'])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "#分离地点数据\n",
    "A_data=data[data['地点']=='A']\n",
    "B_data=data[data['地点']=='B']\n",
    "C_data=data[data['地点']=='C']\n",
    "D_data=data[data['地点']=='D']\n",
    "E_data=data[data['地点']=='E']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. A地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "#处理A地区数据\n",
    "Drink_A_data=A_data[A_data['商品大类']=='饮料']   #饮料数据\n",
    "NonDrink_A_data=A_data[A_data['商品大类']=='非饮料']   #非饮料数据\n",
    "\n",
    "#分别计算每天的销售额\n",
    "Drink_A_sales=Drink_A_data.groupby([Drink_A_data['支付时间'].dt.month, Drink_A_data['支付时间'].dt.day])['金额'].count()\n",
    "NonDrink_A_sales=NonDrink_A_data.groupby([NonDrink_A_data['支付时间'].dt.month, NonDrink_A_data['支付时间'].dt.day])['金额'].count()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 饮料类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>money</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-02</th>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            money\n",
       "2017-01-01    3.0\n",
       "2017-01-02    5.0\n",
       "2017-01-03    6.0\n",
       "2017-01-04    1.0\n",
       "2017-01-05    2.0"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m=list(map(list,zip(*list(Drink_A_sales.index))))  #分离元组数据\n",
    "n=[]  #存储时间\n",
    "for i in range(len(Drink_A_sales)):\n",
    "    n.append('2017/'+str(m[0][i])+'/'+str(m[1][i]))\n",
    "Drink_A_data=pd.DataFrame(np.array(Drink_A_sales.values,dtype=np.float),index=n,columns=['money']) #变为DataFrame格式，索引为时间\n",
    "Drink_A_data.index= pd.to_datetime(Drink_A_data.index)\n",
    "Drink_A_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd8e10eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制时序图\n",
    "plt.subplots(figsize = (8,4))\n",
    "plt.plot(Drink_A_data.values)\n",
    "plt.title('饮料类')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "饮料类：\n",
      " (-5.0030643530456045, 2.1885318446732984e-05, 2, 308, {'1%': -3.45176116018037, '5%': -2.870970093607691, '10%': -2.571794416006072}, 2284.8187693033306)\n"
     ]
    }
   ],
   "source": [
    "#平稳性检测\n",
    "print('饮料类：\\n',adfuller(Drink_A_data.iloc[:,-1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "adf值小于1%的临界值，p值小于0.05，因此可认为是平稳序列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "序列的白噪声检验结果：\n",
      " (array([119.61479047]), array([7.68188933e-28]))\n"
     ]
    }
   ],
   "source": [
    "#白噪声检验\n",
    "print('序列的白噪声检验结果：\\n',acorr_ljungbox(Drink_A_data, lags= 1)) #返回统计量和 p 值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "p值小于0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优模型:                                ARMA Model Results                              \n",
      "==============================================================================\n",
      "Dep. Variable:                  money   No. Observations:                  311\n",
      "Model:                     ARMA(1, 1)   Log Likelihood               -1204.725\n",
      "Method:                       css-mle   S.D. of innovations             11.632\n",
      "Date:                Thu, 29 Aug 2019   AIC                           2417.450\n",
      "Time:                        12:47:44   BIC                           2432.409\n",
      "Sample:                    01-01-2017   HQIC                          2423.430\n",
      "                         - 12-31-2017                                         \n",
      "===============================================================================\n",
      "                  coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-------------------------------------------------------------------------------\n",
      "const          17.5407      2.672      6.565      0.000      12.304      22.778\n",
      "ar.L1.money     0.8622      0.044     19.772      0.000       0.777       0.948\n",
      "ma.L1.money    -0.4328      0.081     -5.360      0.000      -0.591      -0.275\n",
      "                                    Roots                                    \n",
      "=============================================================================\n",
      "                 Real           Imaginary           Modulus         Frequency\n",
      "-----------------------------------------------------------------------------\n",
      "AR.1            1.1598           +0.0000j            1.1598            0.0000\n",
      "MA.1            2.3104           +0.0000j            2.3104            0.0000\n",
      "-----------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# 设置参数范围\n",
    "ps = range(0, 3)\n",
    "qs = range(0, 3)\n",
    "parameters = product(ps, qs)\n",
    "parameters_list = list(parameters)\n",
    "\n",
    "# 寻找最优ARMA模型参数，即best_aic最小\n",
    "results = []\n",
    "best_aic = float(\"inf\") # 正无穷\n",
    "for param in parameters_list:\n",
    "    try:\n",
    "        model = ARMA(Drink_A_data.money,order=(param[0],param[1])).fit()\n",
    "    except ValueError:\n",
    "        print('参数错误:', param)\n",
    "        continue\n",
    "    aic = model.aic\n",
    "    if aic < best_aic:\n",
    "        best_model = model\n",
    "        best_aic = aic\n",
    "        best_param = param\n",
    "    results.append([param, model.aic])\n",
    "\n",
    "# 输出最优模型\n",
    "result_table = pd.DataFrame(results)\n",
    "result_table.columns = ['parameters', 'aic']\n",
    "print('最优模型: ', best_model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "#预测\n",
    "predict_A= best_model.predict(0,len(Drink_A_data)+31)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8efPYe++9ef/99xkwYMAOX7tGo9G0FUd4a827/chY4d1RTJ8+nUmTJpGXl8fDDz/Mo48+yoIFC1yBW11dzV133QXAySefzJ/+9Cc2bNhAv379AHjnnXf48MMPefLJJwkGg2zbto0JEyYQDAYpLi4G4LnnniMSiXD99ddzwgknMHjwYF5//XX23HNPdtllF84++2z69u3L9u3b6d27N5s2beqQe6HRaDSgNe+OICXCWwhxKXCW/bUHMN9uax/gHSnlHTvaRks05FQwfvx4xo8fD6gI8RtvvJFRo0bRp08fzjvvPAKBAN999x0VFRWcfvrpXHjhhTz55JN8/vnnvPjii4wbN46//vWvrFy5kt13352f/exnnHDCCZx44oksWLAAgBNPPJGrr76aE044AVABbitXrmTkyJF8+eWXnHLKKZSUlLBkyRKGDRum0zM0Gk2HYrppq3osai9S4vOWUj4mpRwlpRwFfA6sAgwp5XBgNyHEHqlot73YsGEDTz/9NCNHjqSgoIArrriCDRs2MGLECKZNm4ZpmnTr1o3PPvsMUBp4Tk4OsVgMwzC45pprEtLLjjvuOK688kr3++TJkzn11FPd73vttRdDhgxhxowZLF68mGAwyPjx41myZAmBQIDFixdTW1vbfjdAo9FoPFha8253Umo2F0L0B/oAEnjZ3vwBMBL4IZVtp4pwOMzf/vY39tprL6ZNm0bfvn0BuPnmm7nwwgt54IEH2H333QHIz8/n/PPPxzRNzjvvPKSU5Obm8rvf/c4939lnn83mzZvZvHkz999/PwDFxcXst99+/OMf/+CRRx5h2LBhhEIh3nzzTd5++20+/fRTHnzwQV588UUGDBjAsmXLWLt2LXvvvXf73xCNRtPpefHLH5kyazWfXDuqwd/jPm+rHXvVtRGpNLkKIe4CPgTOAyZLKZcKIY4BDpBS3tPA/hcBFwEMHDjwwHXrEtclX7FihRZQNpFIhGAw2OQ++n5pNJpkcPe7K5gyazVr7j6hwd/fW1bMJc8tZuL4fbjgML2eQlsRQiySUh7Ukn1TliomhPABo4GZQBWQY/+U31i7UsopUsqDpJQHFRUVpaprnYLmBLdGkyx+LK2htCrc0d3QdCCmKZGSRuNrTMv5X/JTWQ1b9fOSclKZ5304MF+qv/YilKkcYBiwNoXtajSaJHLxc4u474PvO7obmg7E8WU35tJ2AtZiluTyqYu5593v2qtrXZZU+ryPBWbZn98APhdC7AwcBxyawnY1Gk0SqQpHqQzpspddmZjtyzYtieGrv+iR5cnzLq/Vz0t7kDLhLaW80fO5QggxChgLTJJSlqeqXY1Gk1yUubSje6HpSGKmo3k3ZjaX7n4xU7pmdE3qaLfyqFLKbVLKl6WUnaaiSDQaxfJEV8ZiMSzLorKystFjVq9e7ZZS9ZLM5UA1mmQipa6c1dWJNie8ZTzaPGZZOuq8HdC1zVvB559/ztixYxk/fjz9+/fnqaee4uSTT6Z3796ccsopnHLKKcyZM4cxY8Ywc+ZMzjjjDM4//3zOOusslixZAsDTTz/tfnbQy4Fq0hlLykYHbU3XwPSYzRvCm+cdMyWmflxSjhbereDwww/n+uuvZ+jQoTz88MNccsklTJ8+nYMOOog33niDt99+m5EjRzJjxgwGDBiAYRjceeedHHjggWzdupVjjjkGv9+fsMIYxJcDzc7OZtKkSQka+EsvvcRee+3FnDlzeOKJJygqKuKuu+7iiSee4Fe/+hUffPABxx57bHvfCk0XQgtvTbSFAWumJYlZUldaawe08G4lubm5zJ8/n1NPPZV58+ZxyCGHMGjQIC655BL2339/5s2bx5dffukWarnkkkvYvn07gUCgXnqXXg5UkwlI2figrekamI7ZvEWat+UGuGlSR2YvTGKvlZ3AmWfCZZdBTQ0cf3z9388/X/3buhVOPz3xN9ss3RjPP/88U6ZMQUrJqFGjGDduHMcffzz5+fkMHz6c9evXs++++3Laaae5wtswDLp161bvXEuXLuXSSy+lb9++rFixgg8++MD9raioiNtvv51TTjmF3/72t9xyyy0ADBo0iL///e+89dZb7LLLLu5yoOecc06T/dZodgRL+7y7PG60eSMWmJgn2jxqSbTsTj2ZLbzbmQkTJnDOOecwfvx49tlnH3beeWdWr17Npk2bKCwsBKCgoIC33noLv9+PlJJoNOp+9rL33nvr5UA1GYHUZvMuT7MBa67mbdmmcy29U01mC++mNOXc3KZ/LyxsVtOui9dXfffdd7N48WJWr17NTz/9xMCBA10B/eabb/L999/j9/uprKykoKDAFeQOejlQTaagfd4aRzg3JpOd50OliemAtfYgs4V3B2IYBrm5uQwaNIhZs2aRlZXF8OHDsSyLyZMn8+qrr/LVV1/x2muvsWbNGi688EIsy2L27NnuOVq7HOi8+fM5YfxJlG3dopcD1bQblmx80NZ0DaJm02ZzJ687EnOi0vUDk2p0wForkVK6AnPfffelsrKSo48+ml//+tccffTRPPnkk4wYMYKCggJuvfVWbrvtNrKzs3n88ccZOnQo3333HYZhuOdrzXKgCxcupiIi9XKgmnZFStnooK3pGsQ170YC1uznIxQz7f3bp19dGa15t4JIJMKIESOYMGECpmlyxRVXYFkWjz76KDU1NZx11lncdtttnHnmmWzevJmJEycyYMAAbrzxRoqLiykpKeGAAw7gkEMOAVq/HOizL0xj3uxZvPzsFL0cqKbdaGpBCk3XIJ4q1rTPOxTVmnd7oYV3KwgGgyxcuND9fvPNN7sBZwUFBbz66qtkZWVhGAY9evRgyJAh7nGDBg1i0KBBHHRQfLW3F198sUXtPvnkkwCcPuE8Tjh9AkN6Z7tpZ3fddVdSrk2TXN7+eiMDe+Wy/4AeHd2VHcaSUkebd3FiZtNFWpztYVfz1s9LqtFm8x3AEdwOubm5CSbxVCClXg40E7jrnRX8Z+665nfMACyd593lMZsp0uKazaNNC3lN8sg44d2VzXcSkLTs+rvyfUoHOlOVKYmONu/qOAFrzZnNXc1bPy8pJ6OEd3Z2NqWlpV1aMLXk0qWUlJaWkp2dnfoOaRrE6kRBXkrz7hzXomkbZnM+77qatylZsLaMS59b1GkmselGRvm8BwwYwPr169myZUtHd6VD2FoVJhy1MCpymt03OztbF3DpQGKW7DSmZin1Eo9dHadIS3MLk4Sicc37yzVlvLtsE7VRk7ysjBI1GUFG3dFAIMCuu+7a0d3oMM55Yh5zVpWy6q7jMXyio7ujaQLT6jymZktHm3d5nIppjQWRO5O7cCzu83bWAI91lllsmpFRZvOujiMMoloNSnusTuTz1tHmmubM5vGAtXi0uekKfP3spAItvDMI5x2IaOGd9pidqKSo1D7vLo9rNm90YRI1JiVo3pbWvFOJFt4ZhGO6dEoQatIXy+ocVaacZ06Pv5nNonVlOzRuNFdhrX551Li1RlttUkNKhbcQ4lEhxHj781NCiLlCiJtT2WZnxnkJtNk8/TE9ZXQzGWfc1Zp35vLdpgp+9dhc7nn3uzafI54q1vDvdYW6KWWz2rpmx0iZ8BZCHA70lVJOF0KcBhhSyuHAbkKIPVLVbmfGNZtrzTutkdJZWSnzBy1HaGvtKXMpqQgD8MPmyjafI9aMFl33Wff6vE29xFhKSInwFkIEgCeAtUKIk4FRwMv2zx8AI1PRbmdH6oC1jCCurXZsP5KBMyZ3gnlIlyVqT/YDRtuGe+kJWGw0YK2u5p3g89bjVSpIleb9G2A5MAk4BLgc2GD/Vgb0aeggIcRFQoiFQoiFXTWXuymc2W1Ya95pTXP+wUxCa96ZjyM8/W1ML/UGnDVXpCW+H26qmHa5pIZUCe9fAFOklJuA54BZgFNZJL+xdqWUU6SUB0kpDyoqKkpR1zIXZwIb1WaotMaSnWfQkq4VIfOvpasSsceLgL9tw7134tbcwiRenFKpOto8NaRKeK8EdrM/HwQMJm4qHwasTVG7nRpLR5tnBJ0pyrYzTUS6Ko7ZPNhGs7nXTdfYY9DQ8+FYCGNa2UgJqaqw9hTwtBDibCCA8nm/JYTYGTgOODRF7XZqnPdD+7zTG8eE2BnknaVTxTKeHTabm23TvB0lQ0/8UkNKhLeUshI4w7tNCDEKGAtMklKWp6Ldzo6pNe+MwPF1d4Zoc+cKOoMVoauyo2Zzr9m7sWe6IX3C1bz1s5MS2q22uZRyG/GIc00bcM3mWvNOa5qLzM0kpP2odYZr6arE7PEi0OaANa/ZvOnyqF7c5UG18E4JusJaBuG8H1rzTm/iwruDO5IEXLN5Z7iYLopj9va30eedaDZveJ+GA9a0zzuVaOGdQeiFSTIDsxMJPDdVTGveGYtjqWtrnndLzOYNad7a551atPDOIJzZrda805vOZDbvTAVnuiqO5hsw2hqw1rzZvCHtWvu8U4sW3hmEjjbPDBwXYWfw9Uk6jxWhq+KMF35fEjTvFpZHBe8iJXq8SgVaeGcQjianK6ylN50pVUwXacl8ok6qWJs17+aFd0OTO7dIiyl5+JMfKC6vbVP7mobRwjuDiPu89UCazpidKFXMm+fdGVZJ64o4wretf7/EaPOG92noWQ9H1XGbKkLc98H3fPBtSZva1zSMFt4ZRN01czXpSWeqSuZVqDrB5XRJmlvOszlaFLDWkOZttxuKmgn/a5KDFt4ZhF5VLDNwF2ToBH5ir7bWGSwJXZHoDi4Q4h1vWrowCcSVDEcD1+6+5KKFdwahi7RkBp2ppKh3TO4MloSuyI5q3l4/d2MT0qaGpFBMa96pQAvvDMJ5b7TZPH2pDEU75cIkEI+i12QWjsbbZp93GwPW3Pa15p0StPDOIJwXRGve6cmbX21gv9s+4JsNqnR/ZwjwsrTmnfFEbM23rX+/xPW8G96nKZeK1rxTgxbeGYQbba5nsGnJTa8vA2BTeQjoHD5iS/u8M55wbAcD1lrg825K8w5pzTslaOGdQbhmc615px2rtlRRFY4BndfnLfVjl5FEXLN5246PtrFIi4MjtLXmnVy08M4gdG3z9OWz/21xP++ojzGd0NHmmU9kB59Hb4W0Rs3mlkQ0UgMmbAttrXknFy28Mwg32ly/BGmH49eDzrUUovZ5Zz7hHVwgxFsUqimzebCRhU9CWvNOCVp4ZxDOQKpnsOlHNBYf1CI76GNMJxKjzTvBBXVBdvR5NFtgNo9ZkqC/YXHiat5RPW4lEy28MwhtNk9fvH8TV9PpBMIuMc+74/qhaTvhHY02b0nAmpRk+Y0Gf3M073BMa97JRAvvDEFK6Q6k2myefniFd2dax1hHm2c+OxywZjZvfTEtSZatefvq+L7DbnlUPW4lEy28MwTvO6MXJkk/Ig0I784g7BI0b616pyVfriljwpR5jVrkIuaOTSbNluR5e8zm2YFEDTysNe+UkBLhLYTwCyF+FELMtP/tJ4T4qxBigRDikVS02dnxvnha804/vH+THc2rTScSfN6dYDLSGfnqp23MXV3K9ppog787vuY2B6x5os0bXZhE4gasZfl97Fq2gQM2rLDb15p3KkiV5r0/8IKUcpSUchQQBEYChwCbhRBjUtRup8X74mmfd/oRNS1X83B9jJ1AeicK7w7siKZRHEtcY9Hc4R2tbW6fP2CIJs3mzvOf5Tf49ImLee2561S/tOadElIlvA8FThRCfCmEeAo4GpgmVaLh+8DhKWq30+KtK62jzdOPqCnJDSpz4Y6m5qQT3ivoDKlvnZFIE6lYUsodzvN2irQEDF+Tq4q5wjuQKFa05p0aUiW8FwBjpJSHAAEgB9hg/1YG9GnoICHERUKIhUKIhVu2bGloly6L1rzTm4hpkWP7+rypOZleqMXb/0y/ls5K1F03u/644I3FaOvCMjHTwu8TGEI0unqYN887y+9j5q4Hur95fd76GUoeqRLeX0spi+3PC4EqlAAHyG+sXSnlFCnlQVLKg4qKilLUtcwkweethXfaEY3FhbfXMpLpY5VX2U6nALwvVm51y9F2dVzh3YBZ2huLsSMBa35DIETT63l7zeZzB+3Hql79gfjCJpbUwbbJJFXC+79CiGFCCAM4BchD+bwBhgGozAhLAAAgAElEQVRrU9Rup8UZRIXQC5OkI1HTIieYqHlDegm8tuD1cabLkqAVoSjnPTWfN5ZsaH7nLkBTPu9wgvBu+/n9Ph+GTzQovJ001rjw9rEpvzfXnHB1A/3Rfu9kkSrhfTvwX+ArYC5wB/ALIcSDwF+AF1LUbqfFGUSz/YbWvNOQiGm5ea7hJGg76YK39+lyLeGohZS63KaD87zVRprWvHektrnfEBg+0WDcg7PN6/O+/cPHOXn5zHr7ar938kiJ8JZSLpNS7i+l3E9KeZOU0gLGAJ8Dx0kp16Si3c6MM3BmB3xETal9R2lGNKbMhgFDJGgXmf5nSsdUMUdY6AA6RdxsbnH/h9+zdmu1+1syzOZRS+L3CYRI1Lzf+bqY97/d5FqXsoVk7d9P5Iy3n6Z7uJoLFk2nsHpbwrm05p082q1Ii5SyVkr5qpRydXu12ZlwximnBKH2HaUXEdMiYCjTolfzznQB4x3v0+VaHGERS5P+dDSO8N64vZbJH//Ah8tL3N+SYTZXAWs+BpYVc8DHb0B5OQBTPl/N07PXuO6UPFPlmQ9bNtc9tnuoKuFcWvNOHrrCWobgaNp+Q9UeTBctSKOI2mbzgM+XFG0nXUjHPG8n77gz5NEnA0d4l1VHgMQ4iwSzeRvPH7MD1ob99C1nPDoR7EygcNSkNmoSs6V3rlTCe9W+B7vHZkfDCefSmnfy0MI7Q3BeSCcdI120oHRn+tKNXPSfhUk9Z3lNlBMmf87qLXGtIupo3kZiYed0CfJqK+m4JKjWvBOJ2Cvaba1SgtI7NniFZdsXJlFm8+yYmhyQnQ1AbdSkJmK6z3iOpaL/u1Vtd4/tFq7m7K/ew2fpXO9ko4V3huC8jwFbeOuBq2XMX1PKZ98nt2bAT9tq+HZjBSuKK91tUVMSMHz466zKkC4Cr614YyvSZcJoWp2nCE4ycDTv0iolXGNmI5r3DqWK+Tho1RK14YsvABUwWBsx3clUjm02P+ST17nuuD8CcOUXL3DP+w9z6rczAa15JxMtvDMEx0QY8IuE75r6bKuOuPenOmwmXeg4E6e6K4kp4Z34SmV6qphMR83bvu16AqtwhXe1o3l76uwnoUhL1C7S4nMM70KNQaGoRU0k5r5f0cJC1b7hZ3H/vVlRNJiv++4OQG0gS/VHa95JQwvvDMEZNx3hoAeuhimviTL8no/5wA7aqQzFiFnJjc43GxLepkXQr9JpvKSLwGsrCT7vNBl3HR+rnsAqHO26zNG8PfclFEmC2dz2eUtbaDsPQihqUh0x3fOKbt149oATMcwYo9Ys5uwJdzPtZ0erQ+xjteadPLTwzhDq+rwzXSikii1VYUJRi03ltQBUhZUpL5njvHPvvRH/js87oH3eKcfSmncCcc3bDljz3JfNlUob36kgq83vQE0kRk7AYNros9WGcBjLkoRjFhH7H0B+TSV7b1kLwC0fP0FBuJrB2zYCkBsNAdrnnUz8Hd0BTctwBk7HbK4HroZxSmY6KTLO95hlYfiMRo9rDY5P0at5R2MWQTtVzEu6CLy2kuDzTpNrcTTvdPHBdzQR+3l0nnnv2FBcHiJgCArzs9psfaqNmHTPDVLacyd7Q21CClp1RL1jfVd/xy9/WuZuf+6lWxi8XVXJrszrYfdRa97JQmveGYKbKmabzbXJsGGqQnWEt/09mRpwXPP2CG9TEvD73IBCh0wXMN7up0thIOeeZvrEKFnUXajI+8yVVITYqSAbv9FwadOWUBMxyQ0Y7LNuOdV53WC//RKq2znvWLaVWGveEdwbCwpZuO+hgNa8k4kW3hlC3WjzTBcKqcIxkzsz/Kqw+j+WROnt3HunTK2UMqFIi5dMly+J0eYd2BEPzv3X1idFXeHtfdaLy2vp1z3bro7WtvPXRExygwYjv/6M6twCOOywhEVQKm3rVtCONufoown5g4QNZdityMojL0t91pp38tDCO0OI1w/WZvOmcIS1E9XqCPNkTnZc4WEmCpGgIeqliqWLqbmtpKPP29W89TsA1F+oyPusbyoP0bd7Nj4B+34zF9ata/X5a6MmOUGDrGgEIS2oqUnQoB3N2+8UZFm1CoGkNqDywffauo4LP5sKaM07mWjhnSG4Pm8dsNYkVSElrCOmRdS03MEimZOdutHmzv8Bw4ffYza/8ZOn6Hnz9UlrtyNIjDZPj2dOF2lJJFKnVLIzqZRSsqkiRN9u2fiE4M//vBKGDWv1+WsiMfKy/GRFwxRtLYaJExMWQXHiSvxRW/Neu5Z/jzyLWn+Wu09RVRl+n9CadxLRwjtDqJcqpmubN4gbsBa1qPas95xUzVsmms2daNu6ZvOLFrxOj389krR2OwLvXUsXWRnTmncCjfm8y2ujhKIWfbtn45e20PzNb1p1bsuShKJqrfosR7OurU0wmzua97ZfHgavvKL6EAiycMA+fHTAGAByoiGy/D6teScRHW2eITgakGM215p3w1S60eYmlaEUCW9H844lCvGAv36qWKaTjtHmlvZ5JxCJ1fV5q/tSXK7Ss/p1zyE7oj4zeHCrzl1rB6blBg2CUbs8am1tQsCa885F+/WHMQcCcNbc1zjg8ufYd+duDFr3P3IiIbIDhl7GNYlozTtDcASGLo/aNN5ocyeFBVIkvF2zufqeZfgwfJ3rlfJOEtMl2tx59tNlMtHRNKZ5b7KFd9/uWeSFa9SPM2e26tw1kbjwvveKSdRk56pUMY8GXWm7qgrWrYK33gKgV9V2fJbJyXPeYJfyErIjIfYo/ZFg2dZWX5+mYbTmnSHoaPOW4c3zrvJo3smc7NRNFXMChgJ+QcDXuTRvb5B+ujxzjuZtatcRliXrPdtOtPmmCkd45xCI2f7o999v0Xk3V6oUM8e3nRP0U92tF1t69WVQKORq5IBr4er7wXR48O/wyCPcsKicyW/dy4n/m011IJs1Q37Giw/+noruveF3WxPaKcrPQojO9d60B51LTejE1F0SNF0G0nQjrnmbrjkPEus97yjxIi2JQryhVLFMJx2XBNWad5xoA8+1MzZsrohXV9vaZwA/9RsMJ53U7Dm/3VjOIXd+zLIN5dRE1TuUGzQ44aMXKOm9M5x1VoN53kY0quqeX3opC/YdwW7bNgBwyzGXMuPk3wPQrbzUPa6kIsSIuz9h9kqtjbcFLbwzBDdVTGveTeINWEuV5m3W0bwjCdHmceH9j5Hn2o0nFq/IJBIC1tLkmXOeff0OxCeQ2YH4UO486+GYid8nCBg+fEIQ8/nBiQhvgq12jfTlGytcs3lO0OCkGf9ma48iW3h7UsXsd84Ih9VyoUJgCEHAVNsrsvLpFlbL575y7tXucdtqIsQsyfpttW2+/q6MFt4Zgjabt4wEs7lH805mdH5dn7cTMBQ0fGTHovzqm4/ZY8s6njz4VJZ+vRqM5JRl7QhkguadHs9cJgjv70sq+XZjeb3tyzaU80OJWkrWsiRvLd1IbAeq3zgum4LsgLvNW8TGmUwOXbmUXTeshO+/b/aczt95TWm1azbPDRgEI2ECkTAUFzcYsOaLRiBLpYcZvrjw/uOcF5h0+TEAlOd1d49z3knvJFvTclIqvIUQfYQQS+zPTwkh5gohbk5lm52VembzNBlI0w1HYEdiialiyRQ8jQWsBQwfQ1Yv4x8zHmDy9Ht5eer1FHz0vruEYibilY/p8sxlgvC+a8YK/vrW8nrbb3z9G+5+9zsAnv5iDX98YQlvfrWxze04z2C37Hj4klsBMGYRsAMod9pqt1HbvJbrWFjWbq1236HcgEEgGmbs/BkwbpybKpbl97m1FYxoRGneJArvmkA2hmXy0aHHc8q0x+CHH4C4hcDr3tK0nFRr3vcBOUKI0wBDSjkc2E0IsUeK2+10OONU3Gyu8yUbIsHnneKAtUg9n7egR0WZu99+JasYfMNVsH170tpub9LR5+1MItJZeFeHY66/2EtZdYTtNcos7fh6A/62D8PhBjTvmKt5W+65c8K20G5BwJpzX9dsrXYD03KEhc95FmprCUVMhICeuUF3wrz54j/Aa68B4PMJHht+BpsG7s6yPkOI+QN8NPIkCks3wXdq8uJYHLTm3TZSJryFEEcB1cAmYBTwsv3TB8DIVLXbFkJRkxtf/4Zt9pJ66YhZp8JautSZTjcqGzGbJ3OgdwPWYok+76Df5wbkOGsf+8IhKCtr4CyZgVfZ7mif98rNVdw9Y0VaBqyV10S58fVvXDNzxJTxOgAxi5vf+IbNlSEqQzH3ufx2YwUAxg5YZpyJY0EDmnfMlG653pxQtfqxf/9mz+lM2NaV1lBtlxvOMz1jY20toZhFlt9HbtBwhW9styEwfDgAfp/guV8cz+MPvUF5dj7+WJTutcrvzerVdt9ts7ldwnjuqlKe/Hx1625AF6ZR4S2E8Akhxjbxe5YQYmgjvwWBW4C/2JvygA325zKgTyPHXSSEWCiEWLhly5aW9D8prCiuYOr8H5m7urT5nTuIuuVR01nr6Ci8awvXSxVLos/bknHNBjypYoaP7hXqGTIsTzGKcDhpbbc36eTz/nB5Cf+atdqdZKfTO7BgbRlT5//I8mIlkCMxyxWsn/+whefm/cjNry+jMhSlKhTDsiRb7LW2d6RkqCMAu+XU17ydxXIAckK25v3MM82e01EMaqMm60qV0M8p7Mk1Uz7jvYPHQShEKGqSHTDICRpU2xOWbl/MgnffBdSERAXLCWrsGuc3PHItlhCwapXdjiO81Xv6xpINPDpzVdtuRBekKc1bAtcACCEmCCHmCCFetv/dBrwC/LqRY/8CPCqldOyFVUCO/Tm/sXallFOklAdJKQ8qKipq5aW0HechqqhtPhKzo9CpYs3j+OcChiAcNVOmecdXFUtMGQv6fRRsV8K7V01F/IBQKGlttzcJPu8OfuYcE64j7Dq6P14c83Xc32y623ICKmBxw/ZaLKmsQ6u2VLnH1q2Q1hoa9nnb9fxN6Vb8C+XmqR+ffLLZc3otGs5kJCfLTzgvn4qcArfCWrbfIDcYD8YsmvIQTJwIKJ+33xAYPh8rdtrV3Wdt/91d4e2kubmLCcXMHboXXY1GhbdU0uIAIcSjwPHAv4ASYDmwGpgqpWws+GwMcLkQYibwc2A8cVP5MGBtMjqfLNzAiTT2vTgubtfnnUYmw3TBEda98oL1zeZJvF/O8+Jo3N487++OGMfzPx/HxLGXxA/IYM07scJaB3YE3AhnJ00pvYR34tKzzsI4oNKsADZuV9pvdTjGVz/F4yAiO+ADc47tnhMEoCDL71ntznIXyvnoxN8ya9iREGneNei1tizfWIHhEwQ3l3Da1H+yodfOcM891EYtcoIGOcH4pMHnpIphC2+fD8MHcwb/nKVjT6Os5058s9v+0EcZXuPR5vHFhLTwbjnN+by/Bu4F1gBFwHvASpQAvlAI0a+hg6SUR0gpR0kpRwFfoQT4r4UQ9wNnAu8kp/vJwdW8Q+mreXt93j7LpGjmBx0/mqYZzuSrV14WMUuyvSbiaiTJDPBzfL91U8UChuDHQ47kpmOv4IN9DufsCXepAzqL5t3Bz5vjT3aEeHoJ77qad1x4OxOgbTVR+zustc3RQEKp0dbiTCBHDOnNHaf8jOFDenuyIeI+79bkeXvva2l1hNyggSgu5qh3/ktJ90K44gpCUVP5vANxzdsXCSekiql/SsTkVWyjJr87j5zyB3j6absdR/OO12aImFbalOFNd5ryeQeABVLKNcAMYCBKoz4Y+Am4GHhJCNFkiVVbiFeggtbmAaOllPUTIDsQ5yXLBLN5wBD86YsXGX7lBfDxxx3cq/TCGQQK85UWsrUqQq889Tmped6NFGkJGj76rv2ew9cs5sT/fcGXA/blk6U/wZFHJq3t9iadfN616ax5231znjMlvBPdKl7Wb6t1q/E5z091OEZ5TevGIOfcOUGD8w4dRFbAIK9yO1RXE/X4vE//770cteTjFmnezn11zP25QcNNMfNHo7BsGZFQmOxAotm8vuat/o1Y+xW7z/+UPpvWJbyH0Tp53pE675OmaZoym0ellDcIIUpQAWezUT7wfijz+TDgGylli2zNUsptUsqXpZSbktDvpBLXvNPYbO4p0nLI+mXqi6lX6PHi+Lx75iqBvaUyTE9beKdmYZJEIR4Ukl9ffhr/fflW/vnaXXz41GUEizdmdJ53OkWbu8Lb8XmnkYbmaN4xj+btCKGGnr3122opys9KOPaOd5bz+/8saFW7EXsMcIS0IeCN206Bww9P8HkPWrNCHdACzduZpO1aqPzkuUG/K7wP/3Y27Lcfwe3byQ74EgLlRB3NW/m8BWG/egdnHn8eZ3zyPIxUHlTnvngzRGDHYgC6Ek1p3v2EEOcA30opPwYmAR8BXwAnAn8D5rdLL1NMLAMC1rzR5r1q0spwkTY4L3+3HGUMipiWK8iTWh61XpEW22y+fRs+y6Tajq4dUraBPe+8Eb78MmlttzfplOcdss3m4XTUvF2zeaLPW8r6C4cA/FRWQ8+8IEG/z/WXb6mMsHF761wskVjcIgcQcLIcliwhasZ93lmhGuYPPQTWrGn2nI7iO2SnfMDWwG3hXZ6ttlk1NWQHDE7cP+45Lf33CzBpEuBEm6ta/zVB9T5s3H1fulWVw5IlQPy9qQrHkFJq4d1KmvJ57w7sCyCEeAbl964CBgDfAqXA26nuYHtgZkDAWnxJUMHJv7mfd6e8Bocd1sG9Si+cwSA/K64N9MhVn5OqedddVcyJNt+yGYC1PXd2993p849hxYqktd3e6GjzluH0KWpKLEsSNSVSqkljQ+VPN1eG6ZETIMvwucIqZlnURFo3BjnPYJZdjKVw22b3t5gV17yzQzVsz+3masZN4Tzfu7mat+EGXVbYwpvaWrL9BgcO6ukeZw0dCrvtBoBha91+nyBsqAl03+K1VPuzoaYGLMud1Eiplh6NxLTZvDU0ZTb/XEp5E8pMPtfe/AqQhYoc/wq4J+U9bAdcn3caB6w5CpDf8BEKZFOyz88hP79jO5VmNFSwolduCszmdXyZzqDjt9cq/rFH38QDMjhgTdpLkwzb+D/2+LRj40xd4Z2OmrenT17hEzWtRq0+PfMCZAXiwtu0pFsUpaV4Mx0AYnl5/GfkGTB3boLPO6u2mmGrv4arr270XA5OnIOreQcNOOMMbn31K1b0213tE6olJ2gghOCe0/YjO+Cj8IV/w+zZAOzTrxv79e+O4RPUBtSEoe+G1dTYJnRCoYT7Uh2OuRMgrXm3jJZUWJuISg97BRWo9gBwlZTyD8DDKexbu5EJed6O+TJnWylPTLudkX+9Cr7+uoN7lV40JLx75gUZXLaBwrmftcjf1xIczcQbYBMwBKJaRRCX5PdKPCCDU8WcSeNLL9zAiXc3P/CnEjfaPA01b+dZiNUV3jHZaLBk95wgQcMX95ebstXpUnWFd7hnb+4f+3s49FA72lxt3zRwD7rXVMDkyc2e07mvQ4o8mjcg/AY1fiWIRSikVjJbsoSzl3/Cd387jqzr/+yWR7189O48cu4BGD5Bcbci3n/sZd654naqDVvzr6lJsEhUhmPudUe15t0imhXeUsqXAQsYL6WcCewlpfyf/XOnEN6uzzuNzebOOJW36n+MXfklu3/4pjvL1Sicoin5WR7NOy/I+BWzOPIP58WT5XcQr89bSkk0Zms4v/gFc26+l2cPHM/Lo8/mywH7qAMyWPN2gtSyY3aUcgcGicXzvJ2c6vQR3nHNO1H4RkzLzf0GVcjHoUdugKyAkWA2h/gkpSVEPIviABSW/MR5n78CDz1EzJ5UAky57QmeP/wMFeTazN/Qeb7798ixS6D64f33Gf/47col9NRTrCrYiSy/oYLPLrgAqqvVJLWOWd6JqN92wC8RuTms67YTHHMMSJkw+aoKxRKqI2qap6W1zScCTpTUX4QQzwohTgbStxh4K3CLBYRjaTWb9+IMojlrPOUDW7BCUFfCefm9wrtnboCjV9kRvMvrr/LUFkyPr860ZNw8OXAgP44/k7W9+vPvUy5jwoS7MQPBjM7Hr/c6dKAVIe7zTsyfTge8Pu9oXbO5R/Pu1z3b/dwzN2Br3omTkapW+L2dPG+neNPoFx7l2o+ehPvvt5cEVdt9QhD12WldzVignPvqN3xcMXp3FZS2aBEHvfcKxQW9kRdcwE/B7kojd1LP5s1Tn7OzE87l5Jn77bXuPx5ysFocpagoIYWuKhzTAWutpFnhLYS4FvgYVaQFlMC+GjgA2C91XWs/vAU80nWFG+eFcoKiAC286+AGrHnN5rlBBm63sxOTVC/fKzSUmVQqjerHH+mzbDFFVds4afbr9KvYwmtzVsL11yel3Y6gnoCsqGh4x3YgU4q0eIVP1LQS+lmYn+UK2h45Kto84jGbA9S0YolMN01xczFMm0bf1XZwZHW1WhLUELB+PVddeRq//GGRfVDTwtuZe/gE/OHoPTh67z5QU4Pl8yFNk/DsOXSv2q5WMrvqKrXzrFnq/zqat89OkwwYKvrctKTrU08wm3s0by28W0aTwlsIcSeQI6WcpL6K3wB9Ualiq4Hi1Hcx9XjNb+katOZ00bBiWAgsn6GFdx0cLaTAE23eMy9It5BdR7q6uqHDWo1Xk3JSggI+Af/5D6N/dyp9K7dy8SsPMPtfv89kpRuAet3vQOHtFGepW80sHfDmedcV3t7xpVu2351c9sgNkOX3JfjLAXehj5bgtBVc+CWcfjpFP9qWuZoatSSozwfFxfRZv4qYYYC/+SprzoTN561PsGULtd16UlhZRvYRIzlq1QLyswyVGvb99/CnP6n96ghvZy0Gw16k5IANK2DXXWHevIT7UhWO6SItraSpPO8CYH/Aq64I+1+nwjsIlKdp0JrzQom8PIoLCokFs7TwroOjheRmxas+9cwN4pf2YFBTk5R2vMVBovZKZlkBA6qrsfwBtucUuL///N5b3HKQmYiUEp+Atb36U9G7D+yyS4f0I2bGi56kp+bt9MlK8NmGY4k+7245Adet0yPXzvP2+MshXmyoJURNCyHAV+fZljU1xGKWEp6blbXu4aMvUIK7R48mz+m46Bx/NQAlJdT06E1plnq2e9RWqEmIlLDHHtC9u1rq8/zzE87llEf1+3yuCV+sWwfl5Qn3pbw2mlBaVtM8TaWKVUopxwODhBDX29v+jdK2FwDnNnV8JuH1vaSv5q36GLr2zxx5xbM8PWW6u4KPRuGYr7Ptso6GT1CQ7eeiU29SOyRJ8/ZWGouaknDMVKbQqipiuXlUB3Pc3wfMfB/mzElKux2BJSU+ITj1j0/xjynvtyhPOFn8VFbjmlgdfzd0nOZtWtJdXKQujgCOmnVTxRKjzbtlB8jLimveQb+Pn30zF8rK3P1aI7wjpiRg+NxMhyWnX8DzPx+HkBJfOKRiMUpKANia17TQdq/TvucJ64ybJlWFfSgP5iD9fnrVVpDv90FurjKdX3SRaqdnz4RzGQlm83jamLIMqIkhQFl1PJZCC++W0ZJo8xuAQah1uAGCKLP5NcDmxo7LJLw+74raNPV5W/EXyucTbCvsp2a7GpeoaRE0fG7Bim7ZfgKGj7mD9mfT0P3qDSxtJZYgvJXmHfT7lOadm+tWWAMwg8HMjjaXqrprz1AVB814UZlI24EfS2s44t5Pmb9GDTte4e0YPtq7POqMb4oZdd/MBq1zTfm8HQ0zYAh27pFDgUd49y/byG2PXQtXXOE+VzWtMJs7zzxVyjW04P+u5G9H/Z5Q6TaqRED5vG3hvXNZsYoM39z0sO2MNT6v5j19Om/c+QQSQbRnL3rWVNAjXK2e7cJCZV0aPhy++y7hXIYnYC1g+Ki1U82oriZmSnICBgFDUFoVj33WZvOW0VLN+Q9AP3sVscuklPdKKb8h0aSesXgH48q01bzV/9n/eoz73rqPYe+8BC+/3LGdSjOidmpMlt/H7798jSM2fouveCPj/jeH12//F5xxRlLa8QZxRUxlJs3yqwHUzM1zazkDmIGsjBbeUoIQgj/PeITxT93TbqVet1aHkRLKqtWgHorUH9DzqyuQSXKFtKhPVWEiMavBehDeiPEE4R2L+7w/uvpILjhscNznnRMkYNgunspKN4CrujXR5k46mC28yckhFMgmlpdPTNrR5gMG8P3BR1JYWQbPPgvbtzd5TlPKRJO5jc82gYd79KZXbQXdnTLNgwfDPnZa5NKlCcc40eYBu9Z5guZtl2/Ny/KzrSYuvHWqWMtokfCWUprApcAWKeW3nu0TUtWx9sRMCFhLU83bMWV9s5Rfrl3KATNehOef7+BepRcRO986y29w86dPM27ZTMTChdz77oPklWxIWjve5yVmyrjmfd11rL7lThCCRYcewwOHnaM074wu0qJMmyP/Zy9j0E4Ba3EztJ37HK2vjS6dPEFpe+2E05dwzGLaovU88OH3LN+o7ke8SloDed5mPG86O2CQn+UnL2gQ9Puo6j+Qku5FUFgYD1hrpc87YPiU2Xr2bAy/n6Fb1hK47jp6lJeqQMpf/5qXb32UiGhZqphpQYLsrq6Gk05i14UqonzRn27m0UPPoKDSngQUFsIl9vr1dWopGN6ANZ+PqmAuNSecBAMHuuVb84J+tlXH+6TN5i2jxT5rKeXXLV1BLNOImnHfS2tenPbEDViLxTB9BtGADlirS8QeyAKol7+mZxFsUEJ7/N3XwN13J6Uds67Z3LSF98EHU3X4UQA8f9XfeXDkOdT07A15eUlptyNwfN4he3GJ9hLedVfkakh4A4h2rDLoxMZUhKJc88pSHvz4Bx75dCVAvSpp3mNidQLARoeLubxsKUjJgI2rKc8ugNJS91pbUyK1MhRT+db9+8Nhh+H3CXbZXkLWQ/+kT1WZW7zF52tdnndCpPmmTTB9OnnbVfnflfsfytKdh5JbZWvehWqNb2bMqGfd2q0wj/49chjUOw+/IajOyqXk2akwbhwxUwh/j80AACAASURBVGn4eVkGZR7NW1dYaxlNrsXdVTAtNfiGoo3XIe5onG6JWAzT8BPV0eb1iNoBa8I2IY6e8zbsW4gpfARrqlq0olJL8ArviGkRjtpm85kz6WbHxDm5vO9NeoYLj9gtKe12BJZUKUOmM/C3m+adWLiksapjsnfvdkt/cTRCr8/bCXBtLFUsErOUedgnELZAPPX/TlT+iIuP58orT2N5v93h1FOJrrMnna0wm5dUhOjbPRs+/hgqKzH6/oIa2zSdEw0ps/mhhzKucFcez9tLHdSc8LZkvUhzgFCvIigDsfIHjlr5JdmnngAXXwwDBqjAiOOOq3euQb3z+OIvakLrRJs77oGYpcq35gb9rN8Wd39ozbtldIpo8R0lZkkCPh9+n0gIXksnXM07GiVm2Jp3BvtSU0E0ZgfvlCuNoFdZCbz2GquKBhLOyU1iqlhim0rzNuDSS9n5sX8C8XKVqQ6qemnBj7y+ZH3Kzm9JiQD8zlKT7ax5OybnUB3NW9jpf5FLL2uX/kBcI/SuPljlrEXtSV9rqEhLgjB0nokHHgDgj6feABdc4E4Kq1qheW+qCNG3WzY8/DBMnIjfJwjZwjs3Glb+8FWrEFIS8gdV0GZz5VGlTIw0t4V3uFchAEPee50np/2N4IEHwOOPQ58+LeprwL4Hgw7ZD66/npilUtnysgy21WizeWvRwhv1wjlL2KWt5u30q08fNvbqR0SbzesRNS0CfuEKbwB++IFFg/cnkpWTPOFtJZpFI56ANZmrTOROcYr9p/5LmRRTxNT5P/LKwtQJb2lHm0f9AZYePBruuitlbXnx+pChvtlcItjr6lcJX3x5u/TH2ydvUKtTkTGueVuEzTo+b0u6kzkA7rtP/f/MM1TstDM/5vVCFhcTdaPNW6Z5W5akpDxM3+45KmAtP1+tn21nO2RHw2p979JSanv2Zs6gYVBWBocc0ux5fQ1o3uHeqshmWU43fEhEcbGqld5C3DzvUAi2bydmSvw+5fOua83SNI8W3uCuvuP3CXe5x3TDebbl5Mn8+fy7mXrZX2H+/I7tVJrh+LzZeWe480618bbbeHbUBCLB7CQKb+maxaOmpfK87VQxx7/t/F74w3L48MOktNsQEbPxVauSgZRqID/nphd54sr7oFu3lLXlxRGGjp+5ntlcCP7+7kPkjRrZLv1RfUnUvHODBlXhGDFPFTUngNF7TMy0EjXva65xte4NvziUy794CQYMwLIFYUt93mU1ESKmpeql28Lbb3iEdyxMftV2kJKanoUtrgVfL9rcMGDgQMK9egOw2S7Uwtlnq0jzFuJMaK3snHgFODva3IvWvFtGyoS3EKKXEGKsEKIwVW0kC9NSPqm01rxlPOjFbwhqs3IzOhAqFTjR5hQWwg03qEpSJSVs717IuqHDYP/9k9KOaUmyAl7hbZvrq6vdNdadgSoWTK17wwmYSxWOz9snBAd88S489VTK2vLiXeMa6mvevWrKOXnFZxirVrZLfyC+gpeTKtY7P6hWw/Lc/5hVZ2GSmOVGVauDK2DxYvjlLwHYdOAItucUICyLvBoVq1ETiVEdjnHkvZ/y5ZoyGmNTuXqu+nSzhXdeHobPx489+vLZik28ue9oCraXAlDbozcDyorh9NNh4cImr7NetPmFF8K6dfiCKgWyxBHe330HvXrVP0EjOBNa0xHedsCas+QoqMpt+7z3aovP2ZVJifAWQvQE3gYOAT4VQhQJIZ4SQswVQtycijZ3hJjtk/IbvrQquejFDVi7+mqufPMh9lr4Gdx0U8d2Ks1wC1Zs2gSLFilhOnMmfp+PN39zrarDnARMSxWXUG0qTStHmGpVJXtC5ayjHPMHUi68Uxmd6/i8//LCXfzfozfDY4+lrC0vEU8AGMR93o4rtnd107nKqaCu5t0rL4uqSMytuQ4N+bylK6QAtfrWgQcq185bb1EyYhTbcpQ1o1etiieoDscorYqwrrSGbzd6XEB1cIR3v+7Z7sTR7xMgBCHHGpObC7/5Ddt22Y2CSA1Mmwbrm3azWFadaHMn3sbeVuxXE1TKylrs74Z4zreZk6uKtNirnnlXAfzVsk84bspdUFnZ4vN2VVKlee8PXC2lvBN4HzgKMKSUw4HdhBB7pKjdNmHaM+O01rydUoKLF7PbptXs9r8lcP/9Hd2ttCJq2hrOa6/BwQfD66/DU09h+ERSJ2WmxC3BGjFNpXn7/TBzJqGzVOkDZ6CKBbJSmucdjaVWeEvUoD160UdqQ3tFmztFT5w8b9tsnh9UA31u1DMhaiDIdFt1hO01yV2xOC68leZdmBdEStx2DMvkzMcmkr8mbg1wfN7OZI61a9X/++4L48dDURHbs5Um29MR3hHTrcrWVOpqcYVHeH/0Edx5p5okSMmeE69j7A/zCO22O/z732zbbSgRny0kI03fF8trNq+thT33hBdecIPYlhf04ZVf2YGCv/pVk+fy4vi8txx1LIwZowLWfEKtF25TWL0dXyzmWrA0jZMS4S2l/ExKOU8IcQRK+z4WcMqBfQA06KgSQlwkhFgohFi4JUnLN7YEZ2ac7tHmhk+AnSoW9tvm2ExftiqJuAUrnIC1o4+G4cPx+wTHTZ3cbKBOSzEti2zbbO6UsgxkBeDII9WKSai8WsMnqOpZmNLFPNSqZqn1eRvSwnAWd2mvaPM6mndt1FTV8+xJU07MMyFqIHDzype+4vppyc0Bd4S3U8ipd74yI5faVeD227SS4Z+9xbH3/YUsv49B2zYy+OO33ahqQAlvv1/FZQBBv4+yXKV596hV2mZNOOZed2UTwrukPIThE/TOz4LddoNddnE174FvvsQvNn5HUDgrhEHMsIVkc0VavHne06fDypXQpw9OzN1my88um3+EggI455yW3DoA13Ww+vd/hGuvtWONVLS5w67lxfjNGKxa1eLzdlVS6fMWwFnANtQE3ilxVQY0aGuRUk6RUh4kpTyoqKiooV1SgpoB+tJb87bLVBKNYhl+wgG7BKdOF3Nxi6WUl0MwCNkqcMfnEwRrq9SqR0nAtOKat6MZFdRWw9SpBDepx9zvE/gEzD3zQvjmm6S02xCRmJXSAB/LAr93YdB207zj0dughHe2XQcbICeqhHfN0cfEbeke1m+rSaiXnQwiMVughhyft0rJKq1SfQmaarvpM8jy+3j9v9dywp1XYcZicU127VoYOFAFgaGE90/d+/DTdbewpld/hFDpZ85EoaqJio/F5SH6FGRhIFUE+8KFbjuxnBxyomGGPPMYZGcTiEWItlB4J+R5P/+8mmgceaRrNg9FLeac/nsV/1BQ0MSZEnFdSZYFUmJaEr8h6B6pYdSqBQAM2bZR7fzJJy0+b1clZcJbKi4HvgZGAM5SS/mpbLctOHmYfp9IaeTujuCUqSQaxTT8hJwC/zpdzMX1eZeXJ0RF+32CcCA7qauKZfsNfrZpJZEyO6d883o491yyln4FqMBCnxAtjvBtK6qCV2p93kFLCZBQVo563mKpr0IYbsDnnRMw8BuCAeUlBM0oUZ/B1ltuV37dOmyviSa9RnZdn3fvPDWB3mpPEvIi6l18b8IfCPoN14edU75drasNsHx5QoR2lt9gW253Vv3uCtb06k9Blp+aiOmOQ04e+dqt1bz7TXFCfzZV1KoCLdXVcN118NlncQGZpYR3sLoCLAsrGCRsBJG77NLsynCm9CwHOneuKr5iGAm537VD9mj1WgHOxGvvW6+FwYPt4jU+Drv7eqa8dif9KrbENX47Pe3/2Tvv+KjK7I1/b5meSSchlBB6ExQXBBW7YkXsrr3sT9eytlXXta19dV17X13b2tbeFVF3UUHsIALSCYT0nkym33t/f7z33plJJiGRBFjh+Xz8SGbuzL3T3uc95zznOTvQOfpKsHaVJEmnm39mA3eQSJXvDJT2xXl/KeJJNe9tVbCmWSKSMWOoLBxM1Bp+sYO8bcTiRiJtnjRxTZFNe89wOG19tKeI6zoeVeK9Zy/luMtPAcAbFRkQT04WOw3MZEz/TGRJYviC/4h0ekPnquHNQayP0+a6ISLvhsw8Xp91jlA1K8qmH7iZaG/SEopquBwy+/y8gHmP/Y646mDcH18jmpXdQVNgGAZNoVivZyQSfd6paXNreMrK/CE8ddqf2TBwOC5VZnmhcNbzNdQkyPDpp0UnhAmnOQFPL11PYWsdfreDuG7Y6nor8v7H52u54MUfKK1LbEDrA1ER/VtDSXw++zxRlwdvLIwr0ApZWciyTG1GDuHV6+CkrkdS6Lohkhm6DvX10L8/kDrfO8Pl6ME7J2DVvDVVsUeCOmQo+u9sviqewPTShawYPkEcXFXV4+ff3tBX9qiPA69IkvR/wBLgLeBzSZIGAIcC0/rovL8IVs3boch9GsVsDnTDnI370ks8/+iXuGSDs5+5DeRtKomxVRG1TFouuQTq6uzbk12nCAY3WwyjG+C2xo6aA0/cZtSlZvp57yLx9VZkCXdzE3z+uVDP9qCtplvXoQvf7Fgfps0NDEJuL+fe8Q4uh8wpW6g90RpMYm2mo5qOS1XIipjtVN5Mpm34iRGTjoZ582DPPe3HBiJxNN2wRW+9hUTNW6Sdc32pafPyrALkpiUMX/Ql84uncf7v7uKofjrl3gIcUZP4Jk1KeU5rfO0eJx/OJYN/w1On/xlItMZZNe91dQEMA55dUMoNM8eL98QyB7IySmafN0AwIxNdknBY5G2evjuZIE03HdZiMbjgAvu9Ta5OJNepuwvV3lh47ZGg7ngUSdcZW7OOvUsXcuY9HzFxzSIG7Yi8N4m+Eqw1GoZxkGEYexuGcYFhGM3AvsBXwH7m39sMkmve22rkrRuG/eNRZIk48g7iboeY1ec9dSocfrh9uyJLlBUNhRNO6JXIW9MNXC4H/5w8CzUaRdXiuCOmAUzSxkCSIOJIzC/ubcTM19KXfd5GUp/3gLLVcNllUFHRZ+ezYEfe1ms0e+mtaGPnmjXc+Mnj4g8z8ozENS57eRGLNzbbj0mH9xdX8sjcnveH23XoSCJtrugaDc3isx3dWs2Z/76HnRfMwanIRDIy2ThwBCHZKaLW3/9epM2TYEXeYX8mWeFWWwhp2a222Wlz8f169buNtgObGEWrpETeVtr5iTtf5NKZV6IGWkzylnDGY7iOOAz+/e8uX6ctjnW54MEHbc/y5Mjb7+553Ge5zEW8GRAKYUQj+MyugdX5QtQ5sLmGRn/ujsi7G9hiq79J6K8YhrHNfSopNe9tlLwtpysOPZTjPniKoo1rxBjAHapMG1Gr5v3ZZymLpCJLfD9+D3j55V5xCNN0A48Wwx+P4IxFGFNbiitiCgeTIlNFloQtK/QNeZsp5b7u884JNnPVI1ey3xfvwH332ZPa+hL2YBLzNUbiOg5VJstUZB/+038Y3mD2K5vkta6ujTcXlvPmQnF9nW1qLnzxB+6cvaLH12SZtFjBa36Gi+devp6//f4AAH7/zesAOENtOFWZR5+4jFtP250RK37ArcXh8cfhrbdSntMyLol4MsiIhugXCbD7+sWJtHkkTiiqUdUSZkRBBoFI3O7vtgWaFnlbfd4kWu0CBx0Kp56KJEkYEqiffLzJNcOeKhaLpbSV7Vqcw4FjCzlwbAG7D+u595aVFQhlZgPga2uxdQIr84sBuO2m01gwfs9NbjB2YBsTjm0txE3VoyJLZDTUQmPj1r6kDrDbNxYtIr+plszmenjiiU0aLmxPiFmL2WmnpRiy9Hqft26Q3VLHiYtmA9C/tZ7mgw6Fb78VoxlNyJJExJmUru9lWJGlbtBnGSPdAE80zG9+mo83aBpnWGTRh0hE3mbaPK7jUmR7sZ+wcXniYPN6rJnQP1cKoVgk1pG8N6cO3n6TlONzsMeGxXjDbahanFwzpe8KBXGqMsW1ZbgiISb/MBd/zPz826mzrUg77PHhi4Y4+YOneOnf1+D7ZoF4aeE4pfVi4zemv3isZQoTiWkibb7bbmIdmD7djo6nvPM8N3zyD1rP+h1cdhmyBLFu9nnbg1Q+/lhE36YN84BsD/88YzL/PGMKxXkdRYKbgiXaqx65E1x+ORFDpqVwINUr1/HPKUfbx60uKBGTynagS+wgb7AN8lVZ5qErjoAJE7b2JXWAZVNptYqFdwjWUqDpBrpBWsGaKsuM//kbjOxsLrn8CV79rmzzzmUYODWRuvzLCVfzycipKPl5MHmyaFEzIUsSAX8O7Lpryu29hRQbzj6Kvg3DQDXMKM5rEs+WIG97PrblcS42Zt/vuk/Hg83raQ4JUlpVY6bRzcfWtISZctsnrKxutYm9J/jz64u5+d1lKe+xS5Vx6RpxSSyhJY0V5JhZAVeoDacskRES15HZXG9vOtqTt9MU/wXdXjIiQVzmez3qeVESaI3EbZHa2CKRNbKiaqEDkMV3a+BA8Hjs6DavbB1HLZ2LM9AKmibWDknCUNVu9HmL9krqhbVqb2k1rGurGj0B7rqLeo8f1aHiGTyQsqxE97C/uR7uuGPH2rYJ7CBvLHtUOVHT2QJpwZ7CbhWLx9FVByF1R593MqyF1SEhxGHt1OYxZKTmZqor6/hx4+ZZa2q6gSsuiKJeE4tv3vz/dkj1yRJUFI8UVq27775Z50yH9gMw+gKGAU5zHGiLxySeLWBd2b5VzEoRVwwZzZpcEZXV+rIp/dMN9ntrjZW03pdoXMcwDMoaQ9S2RlhZ3crCDT3Pqi2paGZJRXOKMNAizdPPewiAYQ3lZAdFrd0dDuI1YjjMDV52cwP+zsjbrHnPP+h47pt+Mk6TvGdfe6/9GlZWi03AqMJE5G0YwobVqcrCq/ymm6C52U6b12XlkxNuZei4oXDFFQmvcoejW33eskSCvPN7ZzyF7fev6RAIoITDFFaWknHbLRQG6nl72kwAchtrhCK/srKLZ9uBHeSNcMxyKGLgx08jJ8Hee2/tS+oAXU9E3oaiEFJ2RN7JsNKs3khQME5K5C0RNE1t3LHIZpt3aLqB0yTvU759hydev4WCl/4Ft96acpwi922fd2rk3Vdpc8Oe5d3mMcV4fVACaI/2g0kswVpJxWr6t4pOgvLMfpT934WEJ+xMWUOQpmBHUoqaU70AghGNRWVi45YyeCMJoahGWUPq64vGdcIxLaWG7nIo0NRE5eAR7HLxi8wZtTuZbS18OulAzr7uJbIiiefIaanH2wl5W2rzH8dMYfboPZEcDn4YMJpWKSEIW1rRTH6G025NC8c14mamyanIIq19440QiaCYqekav4iWpVgMsrJsg5X4uPGwCQMsW21eXy9EsUm/pc2BlTZ3V24Ev58Df/wPA8rXIt96C4XRAAF/DroksbLfEPGAHYrzLtFXrWL/U7BaxTKDLXjCbdC27e1pNCvy3msvaouGEFRdoh6l7vgIIbHY+yKmMCxJmKbIEq0OIRzLjASp6kXyzoy0MaliBWTvbPfDWpAlCWdLs0inX3GFGKHYi0gm7L6KvHXDwFAVqgoHs76gWBi0bIE+bys1bL1GK8o8+ZUH8MXCrBk8mqNOvpt/byjlhg++5eVKg/+bPrTD80TjiT74tmicnytbzdclIkBVSf2tP/HFWh7/fC3fXXdgwr8+rmMYqZkOlyrDzJncWR/j+COvR5UlXjz3Bn6MOAgZEi5V5ptJ+9K/aj25jTWsH7OLEC06Uvujrel0ak0Vu278mQ//cCMfffQdj/z9Gj4fuDc/FY1kSXkzJXk+3Kq4nkgs4arncshQUyNaG3JyUFvFBqbKnxQtm2pzgIb/fCGmkHUB3RLH1tWJlHkvdbXIputgwLSDzWxrwR0RmxopIwNUlZZ+RZR7zTT9DsV5l9j2WGorQAwOkNh33ruMKFuZ8MbehmD/oGbPZsGBx1KdmS9qfT10Ofq1wiIvPTdfDGkw21tAkHdVpog2BrbUUBfYvEEhmm5QP3QUj/7pQeYO+w2eeATn6lUdyFuShFUm33/fJ8LCZMLuK4tU3YCywhKuv/MNvh+92xYhbkiOvJNaxVQZbyjAz/1K+Nul9wGwyymzmPrsA0Ci1t3+eayWumBUs3u0Ib0avawhSCASZ1lSbTwa1wnFtJTNkkuVYfVqGrLymbnsM55Y9AJrJk/HFQpw4ev3EsvO4eE//I1rLnmIk69+EUVRhBNcO/K21OaTP3+PN164Ep8exRsLM+nTNxlqWoVWNIcpyffZRK81NthlBacii+9W//7gcNilv8qMvMRJsrN71OetG2bkfcghYtPZi1AVmaDLAw4H/lCCvI0MH3P2P56Xb3uSKo8Z6e+IvLvEDvLGUlfKFFWtp8GfC6tWbe1L6gCr3xasPm9pR9SdhJjpOy37vGIgSZJaVZEl2hwe1h97KqvzBm8+eRsG0awcyqbtw4p8keJTmho7kLciSwkP+r5Qm28RwZrV522awlx0MV/c/AB6H7dUth9MYtW8PaE21uQO4piPnuPCL19G83rJ1kUWZHlVRzFaJK6nWI0GwnHbLyGdGt0aMrJoQ0IXEdVE2jz5PXbLQE0NK6QMxtSWst+HLzLts7fZddUPHLPgHfzREA5Fpt7tp9GdwagVC+HSSzsEBqoio8oSTYqIho+7448c/5OY4Gan2oGh+T7cWoyH3v4bh+89HuOzzwFwqorQ6Jjfd6vmvSq/mEPPEpsakTYX/8w+/WRRH+8Cttp81iy46qouj+0pHLJEXAdyc8kKJkfefmJZ2bQNGUaV048hSTsi701gB3kjjCAcikRR1XrK+m2bLQq6YeDSojBiBNM/fV3UAp97Do48cmtf2jYBi8j8jbXw6qsJsQ1iQdMMg3lX3srHI6fREo5vVqSq6QY5dZXs+sNcWl1JLTNp0uYxWRVq4D7o805+DX3lT2AYBsMrVnH57edRXLYS/cUXWf/mbH4q79vslBVZDl35IzQ2irGriownGGBEfRmHzHmRXSpXEPf4yNLEZqy6JWK3XgHc/uEDeG++wa55B8JxAtG47UmeLvK23NKs2rh1LW0RLeU9Lgg1g66zy25jWT1DtDmd8MiNlFSvB2DKF+9x3x8OZOelX/G7D59k0tefwP33p50C6HYoNKmCvId+8xkDWsRERV/S2NOSPB9ZLz3HEcu/EDesEH3qLlUWwi6zRdGKvMMxjQZPJrHr/wI77WTXvNUlP9mP7Qy22ryiote/t6oiE9d0jLw8soKtuMJBkCR2HTuQySW5uFSZuKISK90A117bq+f+tWEHeZOoeRdWrmdY5VrRJ7yNQdMNHLoOa9bgCbcJ8q6rEyP7amq29uVtdVhRUf7yxcJJbd06+z5FlolrBk1tUfxmTdzyo/4l0HSDIYu/5bhbLyaqOFhUNIrwM/+Cs89OOU6WzDSlz9cnkfeWSZsbZAVbGPXz9zjaAsS8GXhjYXsUal8hGtdRtTg33/l7eOop2wrUEwwwrEF0gzg0jbjXhz+eILnRpiJbkeCkxXPIvvfvaGYrWV0ggmFArkXead4za8hIMnlbaXOACZWreOTNvzKhdAkAe+8zkXtvOskuX23MFi1P/RqqyAg04wy1cebcFyleI45PZ83rUmXqlUQduspMeXuSyTvfi/uz/1KVkcs351xB24SdAVOtvnCh2MiTmNwVimlcOu9FlEgYRo1KDPxQe6A2nzoV/vCHLo/tKRyKREw30C66mHfH7s33Z1wEzc3ccORO/PGgUXYZIVrYv0OJYQdSsYO8EVGLS4uR0dqEOxqG55/vFRvN3oRhYLeR4HAI8p44UfzdhyMn/1dgEZkrbKYakxZJ1TRpmfDP+1h4/0kUN1bStLq0y+erbglzwQvf21aYFqx0scMUrK3JG8RRp9+DeuopHfphZUkSx++7rz3nuzexJfq8dQNbbR4yZGIeL75oqNd9w9sjoun2RstQVdM9T+KlK+/mySlHAWIEZ8zjxRNNkNyIAj+SBONI1L8dZstRdYs4Ls/nwhWPYvz4Y8o5DcOgvi2CS5XZ0BCkPhARLVlJ721JYwWHrfySg+a/A9ddl/CEeP55XrruIeaXCO/y7HqxoV6fXQRAbnU5eDxpS11uh0KDlJj01ejNpNmfjUFCEl+S50M6eAaPTT2Or088l5ax4rwu1bRJNr/vipKIvCdWrUZ+/XXQdbvmbTi60edtqc3r6nqtTcyCKsvE4jqxs/+PD8ZMR3Y4UhT4VuscL74Id9/dq+f+tWEHeWNO7FIUXjn/Rj6dYJpAbIF2mJ4geTSjrrYj78WLt+KVbRuwoihnuKPHuKII29vqzHxUQ+eiL18m/89/7PL5vi1t4IOfqlhWkVpHtVKnzpgg74jqZGL1atTbboWm1P5xu1XsjTfgj12f75fAmi8NfdwqppnkrUPU7cUbDdsuX30Bq4fZb7Zb6VXVYvOqKqydui/fDBaDOZxajNUnnMmco//Pfmy+38kVM0bzO3/ic1MaRWtZdYtIiedmOHngnTsp3n+PFMOZYFQjHNMZP0CooatawsR1IyXTnWVuKFR0uOUWGDFC3OF0snbaftQpLqKySkZTHboksT5TROIZLQ2dzr52qTI/Zg/ixgPOBaDV5eO0v77Lw3ucCECB34XPpaKcfz7P7TYLR1WlmAsO+GsrhU2yuYFX7bS5zviatcIKtb7ejryN7kTehoE7FhEeEnl5XR7bU6jmbzHW1ERxYyXjP3wV/vY3+36fS2xupA8+gIcf7tVz/9qwg7wRNW/F5WThgceweNBYcWMf1Cg3B5puoBpiwZRUBc0wRL9m7rYpsNvSsKIjZygNeUsSmq6z3nRxGlO7jpzPPu1yg2YNhGgKpqbXLbWuakbeEcXJO89cCjfcAFpqNCpJEn1oO75FIm/AdlgLIRPMykGTlT6NvK3PMtMkSvnvwurWG2lj7Lf/xamZZiyKg4pp+7AwyXUtx+vkwn5hJlcnfhOqOY61plVE3rleJ7tUrhR31tbax1lCxsG5QscQimodUus5UXFNhdUbUx4Lojzz3YCxjLrykaBW1AAAIABJREFULZrG7ETUm0Gjw5OwJe2kX9rlEDO9Px45jbahw6nx5RAyyxISBlNogeXLobYWlypz5I0XMPBaoQLPLFsnbJLN15g8PKTem2Wf1xbp7TQBRo1Kex0WdMMQfgnQK7MAkuFQZGKajuOvt/HRU3+gZP4nYuaAiWyPSJUHc/KF2rwPfRL+17GDvBE1b1csQsmqxShmRLXtRd4i4ubII2nqP4jmUIypf/2Exom7QlHR1r68rQ4r8nSki7zNtPk6fwEg0sBKLCpGSXYCa2Zze+MPyzTEYX5PompSXS4nJ+VYRRZRJKecAief/AteVddIqXm3I+/fPfMtd33U8+Eb7aEbBhG3j5oR42iWnbx74yOcecJNaZXavQVLrJYZNqNik3nyK8s48daLGNogWqhenngQrqpKBq9IZJ4KogGYMIH8995kudkJoDYI8aL1HcnLcHL1wWYtN2l0rFXvHpwjyDuYhrzzTY/y3PqqDiToUCT7Wlt22oXF+88iqhk0eLNYeOgJnQrFXKqMqsUpaaxg2RMvMWfU7pz91sNc9NUr3PXJI/z1nvNE29asWbgdCoHMHJR6cd3eGlORbarNlaS5naf/333w5JPgdNqRd809D8G996a9DguaWUYUF+fq8tieQpUl4pqBlp2DJx7B09yQ8lvN9orfU2t2nliDt4AV7/8qtnvyNgwxEzmntpLf//lUxpWvEGS4idTSloZhGAQys+Htt1m/63QMQ6QB37/9n3D99Vv78rY6LOvK5pNPhy+/TKktWjXvVS5Brg5DQ1NU+PTTTp/PqnU3hVIjbyttvvrQY1n5yntosoiagA5mFrIkVO7U1qYI6HoLKWrzpH/rusH8NXVpW6d6Cl2HpWOn8MY/36E0d6DdJ92nkbc1cMV6P01feK9J5j/1H8F9r33L2+P2Zdjrz3PlLb+zI7QBptq7+sa/ctTpombqbGxIef48n5Mmy+o1ibzr7chbGPoEo1qHTZHuTjI4aVcPVmQJTzTM39+/DyM/n/kXXU8oprHP7x/n04tvSh2InQS3Q0bV47zw8nUUzXkXgAnrFrNb2VLGX/w7shpqYf16uOYaXKpMa0Y2jkaxIfHWmBaiAwYACSMUgOp+A20RpUXe3WlK0A2IZPhFzXnq1E0/oAdQFZm4rhPPFr9FX3VFO/IWn3WT6RC3o9e7c2z35G19mS3HrA/G7i1aJDaRWtrSsMf0kRClQN+pjP/XYEWh8sABHXzErZp3Q8Tg3vve5Nw/PML6kRO6Ju9OIm9LsBYuGoi8j7DRPfWyp9KWLmRJEt8vn6/XyjC6btikbL3mc75+gwN2KYZYjGUVLVS3ipp0byjCdcMAKWHjOXz2G9zz3t29XvO2zFEg8Z3+qngi/5m4L/Ei0QblCYn3sMmdAVmZIElEPV5kQ7e95vuVlwJgjB5N2OHm4/e/YuHRqd0joxd9yUNv/43KI45NERJaPd5W2jwY7dhS+MrMczj3aLOFKWn8K4hNoi7LHL/kE4o/ec+eeR1WXez97H3w0ENpX7tLVQirIsIddOctDGipIaC6KWmsYMxTD4qDfvMbOPxw3A6FFl8WDnND4qqqFKUzjyfpOsRn5Uhyj7MIPe/Wv6QYGKWDphtEfX6h09hppy6P7SkcikRMM4j1EyUsb2112si73p8jNjtJm6sdSMV2T95xU1Xu0sQPN6Rsm+0JmgHFVaVQWMjIbz+3b598/81w4olb78K2Edh10i/mwuuvp9xnzWlvCkaJjh5DRl42347bXUROnXQVWETS2D5tbkZ4/Zf+QN6H7wAQyslNCJeSYBmb9Gar2KfLazjkvi/YUB+050tfOv9F5HiMHxeu4rAHvuAvby8F6BXyNoApP37Okf83i36BBrLXreKYpf/lnH2Gw9tvb/bzg8gqHfXwfB6duxpIpM1VWaLV5UNqFZsVb1BE3i3uDFuVHHUL0vLFwiiyRL/ydeByoZik3Fw4kIiamvodsHwRhYEGfrz2bzBmjH27HXnneMEwyPnvx8TaUj83v0tlzqjdaeo/qAOxKbJMxFw/Brz1MoPWizT5UUv/y27//gfMn5/29bsdckpUriPTqroZ3FgpZtP/61/w3/+CJGxXm3xZqME2XPEoihaHkpJ212H2dCdt8q0+b7m2DpYsSXsdFjTdFKwtX977fd6yRFzXCY1ICo6Sydusef88dorIfk6b1qvn/zVhB3mbC6ArJn64/VrqYOZMWLBga15WBxiGOcmqpsYWrgF4aquhXcvL9girnpn97JNiSEMShGDNLI94HRTnenl46nEwe3anvs2tJnk3t0ubWzXvke+9StbVfwISFpftYavNvd5eWwTX1Zk9y20RO/K2zDy0SlH//HiZSDWGeoO8DYPsQBN5y39CNnSalSQifPbZzX5+gNrWCPVtUepaTR2BSd5n/vghBy/6hMo77wfAbc4Tb3V5E/3AbhElTy908vU1B5C5fi2MHInTJUhg4NuvMPr9V1LOl73qZ9blDEBra03xSKgLRPG7VbK8Do5aNpf9rjgb79P/THnsH168g0vnvUBGQ20HU57kmjdAfILoBtm13Jw93on4y6WmWs62ury0OZPS80OG2Ep1l0Ph+5324Ku/iJJA4OFHhf1uEizFuUPuGHnrHs8mv4uGYTBow0oYOxa++KLLY3sKVZGJaQbhwUO48YBz+e/bn4m6fNL9fpdKY1TfYla8/6vYQd7tBEhxA3jvPdiwYSteVUeIVjFzMU6q54Y9vi0yonFbh7XgK8G2DkYYStIilu1xMjTfx8bGoHhMJ2pWK23e2JZesKbGokgescC6HOkXGcncNDB5Mhx00C94VR1R2SyIOhjRUkZUAjgb6lP+DsYSPeqGYfDC1+vt6LK70A3s0ZaarNCYZCaSbEG7OVhnzqsOmkYoVj19ZFMFcVmhYf+DAag/bBYf3vc8LS6f/Z5HTPLOiIXJz3AJL+7bb7fJvfijt5iQRN5OVca1bg1r8wax/wkzUvQi9W1R8jNceB0KJy/6UNzYkDpCdOzKHxhev5FQdh6MG5dynxXxXnrE5az9cC4+t9hANJiDOPB6SYdkVziANqcndbBIUruWS5VZ1X8YKw4+hojqTLtxtMpqyZG3VXLTfBmbJG/NMHDEze9OLwvWHIpEXNOJI/PM5COJDBvZQQuQ5XXQ1BYVLXBvvtmr5/81oU/IW5KkLEmSPpQkaY4kSW9KkuSUJOlJSZIWSJJ0XV+c85fCWoxbRu/Eh9fdx7KCYeKObaxVTNcTZhlSkvNQyO2Dls0XJv2vw655t3Uk7+RFLN/vpCTPh25AbObMTlXgCcFaevJWYhEkl4sMl4qrk8hblsy9wbnnitRnL8AyGglE4h3aw+SaVHFPMJKIvEvrg1z75hLeW9yzGcm6YaCY37uYrNIoCUFRyOuH447r8fWnw/p6kZoORVNr3tnRNlyxCO7/fCyyTkVF1O22J7qs2O95xZiduf2sm2npZ3Zc7LUXHHGEPcQjmJmDpyVBwFkOCXXtGtbmDCCclZNSU20KRsnyOFDDIbxmDV2uTXUv9AYDNHoyefm1Lzo46lkR71vj90OaPBm/2bPc5DbFcdH0rn5W5P1T4XBxgyRxx75ncfdRF4u/k8jb7VAwgkGyF31LbrCZzLNOs93V2qN/VqIObu1fNY9XXEcXglxNx27H623y9rscNIdixHWdAS017LfvRJEBS0KO1yl+d889t81lQLcl9FXkfQpwj2EYM4Aq4LeAYhjG7sAwSZJG9tF5ewyr5h0tKGTdAYdTaU6f2tZaxTTDwGGatBjOZPL2inaKbcwRbkvDJu9gIE3knSDvIXk+SvJFBBSQnZ22i3XW521H3tEouN1kuNSEK1Q79MU8bzvyjsbtmndMFot/y8AhKccOK10mskgk0u3NoZ51UegGKOZ3S5MVKhwZlGUV8sAdL/Ta3Pt19Wbkbab5LfLOirTh0DVGn3kC/doayf96HoO/mgsknLha8wr5bOI+RP1ZcM898P774n6T3Nsyc/A2J9Tm+XKc+OFHsHDgGELtyDsc0/A6FfD5OPW8h3jknldYd7EYzHH558/xzUOn4WlrpdmdkTbbkpzh8TgUMkzBWtBhZis6+S5YkfeHo/fEOPQw+/aoyysc3JKc+1yqTFZNObMuPIF91n6P47VXYe3alOezRJYn71Zs32bVvMPDhgvBWhfkrRsGDlMDZCn9ewtD8ryUNYSIxnXO+P49XPV18N13Kcdkex2CvP3+HVnFLtAn5G0YxiOGYXxs/tkPOBWwcldzgOl9cd5fAqvmnVlbyZAfviRuLoTbWuRtGAatWblwyilE8vrZt1cPGAIzZnS6q99eYAnWpHSRdxJ5D87xUpInVMJrR04U4xTbLX7QRZ+3uQAr0Yggb3fn5G23ij35pIie2jmw/RJUm+TdZvYgqxIsKRzBvAuvo2bCb1KOffWpS4V+A1hXJzajLT0kbwyD5px8Wnfbg5is8G7JFPY670laFVe3tBbLKlq47OVF9qYnHUrrUsnbEqz5w4nfoD/SxoCnH2Pnx0Wt11ZSt7Ux8edvmLxwLlx+uW34oSqymOPuz8EVasMZF69bzspCf+UVPhq1B8HM7BTyDsU0PCYpe50qaweNIpgliHO3siV4Y2FkXRNp+zSfeXKGx+NQyDAj77LsQqHePuOMtK/firwf3/NEpA/eR5bgkBXzOfS72fDVVykE6nYo1LlEGn5Egzlmtl+/Ds8JcNC4Qvvf9jzvw46CDz7oNIUP1rz6vom8S/J9RDWdssYg5Vag1K5Eme11it9dZuYO8u4CfVrzliRpdyAHKAPKzZsbgMJOjj9XkqTvJEn6rrade1FfwVpUBs37lMMvPwNXPIY2fETaAQJbE7oBlQOHw/PP01qSUDZ/v/uh8NFHkNx/uh0iFNWQJJA+/RTuuCPlPivyzjSJNtfnxO9W+XLcHuKA117r8HxW2lwPhQjHEuln6/vy0w1/h2ef5YJ9h3PatCEdHg9JrWK6LhywNnNDqOkG1a2iZt1mps29LpWjT7+bhUeejNEkJn3N2mUAx00oSDwwGrUJMnmedXegG/DttINZ/8YHRByJhXzGa4+JTeMm8OWaOt5cWE5jsPPNpV3zNtPmFnnXDCzh5wKhGs+IBHE0NxHLEv3BqiL6mT0Ntdz5+JUc8OEL4sluvdV+XqciE/CLHvzsUAvnffUa53zweCIq97cj76iG26nANddw/zN/pnDZIgb8Q4zVjCkqtb5sasdMoDyrID15J20S3U4ZvymaWzBkZ96eu7TTnmkr8lbtWrVMflsTu6xZ1IG8XKpMrcOLLsuMrRM97e3J++ZZ43n6rCkpGSfrX0Z35nnrBlXDx8Hjj/earsGCtXFeVR1g7rDJ4sZZs1KOyfY4RMbL799REuwCfUbekiTlAg8CZwMBwCrAZHR2XsMwHjcMY7JhGJP7dbKb7G3YgjWzxhVyuGj+cSlceOEWOX93oRuGretIXiTSjTXcHtEajpPhUpGGDrXHI1qwFrHiPBFtSJLE0Hwfi5RsmDIFXklVIxuGQSASp4QQK+4+hthtf7Xvs8g7OqgYRo7kmF0Hsd+YAtLBbhWzopzNLMXUBSL2+YMmebsdCpIEx110IlOuPh+APx86hj3lpEWvtpZSMzVtZRS6C+EvQAeyasgwU85a14p2i4g78yMwDMOueScib/H/18+5jqsOuQgAfySI2txIPCsbEB0EiiwRcollJa9WuK5RkPgsnKrMd/vO4srnv6HGn0dJYwVHffQ8UmEhTkViyV6HppB9OKaLyHvJEvLamij56RtG33cb3miI/LYmhjZWsvzsi/lgzPQOCnFIfM9kSWwcfK7EMclReXtYz2X1ZzsVmaClNm/XBup2yIR0icbCQUza+LO4sd1aefruJew3OvU7aUXeGfM+E4TcxTwE3TBoGVAM55zTwTVwczE03yTvmgAbcor4bm0dHH54yjHZXlEXNwoK0w5y2QGBvhKsOYFXgasNw1gPfE8iVb4zUNoX5/0l0Mx6nhoVEU1Eddh18G0Jum4wZeFn4PWSt26lfXvxkm9FK8nChVvx6rY+2iJxMh0S3HknfPttyn3WwmXZXoJYRJZXtaJdcSX8/vcp9chwTEfTDSZHhXo749ab+PPri7ny1R9t8hz4/usi49EFLFtWO4uzmVFEVXNielab6f5V0ljJe09fQv76VaJ+iFj8YyNHMfRP71BW3QwDB9rR7S+JvA/66CVK9kmNGht8OSKjsAkTDYu0I52Qd21rhFBMQ5Ulu7XNsl71OVVaXWKxz4gGUZoabWcuRRHkHTbnqWc31Ig0a1IGyqXKBCWFsKyS39aIL2pOnKutxaUqrB43WRCUCTttXlFBU3Y/qsy0blFrne2zPmy+qAZaKfFkWOTrcShIkoSqyImoupOWREgXeUu0OcxYZ+XKlGNdqkI4plEzsIScUAsMG9ahZS0d7FYxw4DycmjufB67ZhhkNpm16F52mizMdOFxKKypERoMNc0mKNvrRDeg5c13xVCfHUiLvoq8fwfsClwrSdJcRNbmNEmS7gFOAN7vo/P2GLYndiyCIUnEZBX/786Em2/eqtfVHrphKkBDIaSk3Whc00XNqLGxi0f/+hGIxMmX4nDVVR16Uy2RluWcBXDw+P7Utkb4dPxeYgFPaldpjYjjR2ligfvprU9YXtUqyN4k7xGP3QvPPNPlNbkcCuG4logGN3PuemUSeQejcWKaQUG4hfHVawj7/LhNy0yHKuN1KhiSTFCXiMQ1KpoEcbWEehZ5G4ZBVnM9ammqLqDWJyLgTb0mKzPUWeRtlSdyfU6CkTgYBhubQsgY/PnSWey/+hs+uvsZFhTvjNzUhJ4ceUsSYYcL3frs2hl6OFUZZ10Nxzx1Byeu/JyZy83vxVFH4VRljNaA2PSa5YxQVMPjFOTdmtuPCr9Qefdvrbc97Ae+/QrP7Z3D7sM7TtuyIm+PM0FIGWbqPDlb1h6JyNskb1kmZJUo2tWc3Q6ZcFzno6PP4dzzHxRTw5KMZjqDJVjTzNa6rko4ug7jv5gtslK9XHOWJIkheV7WmpvJdO+LZdTSVallB/pOsPaoYRg5hmHsa/73LLAv8BWwn2EYnW/7tjDs1p9oFM3pAklCXbx4mxuzqRtGolUsSW0ecJo79O28NhSIxMnH/LG30yuUNYi07OCcROvMjHGFDMhy8/T8UrEAJomvrB7voWEhMKvN6kcoqhGIxG3BmmwK1rqC16GIaLK4GE49dbNnI1ttYn63SsDs886KitdWVzREkLdh4IxG2PfY/Tl0+TwKzzqZ5nseEHO5ZanHkbdhIFrF2qUv6yw/9014Tyci7/TpdSsiz/E6ef2JCzEmTKC0ro3hXsgpL0U2DFZP2pNaXzZNX31P5Wli/KcqS8iyhGZA0OHhqyNP65AJcaoyeijMfp+8wrQy4Tr3r7tfhNdew6XKDFj6A+y6KyxahK4bhGIaXlm8prbcfmzMEJ/XgJZajrr0GaoyhHhtr+F5KfVkCw4zcnYnKdEti1S1k3ZCwG5rs57ToUiJiWCFqfIgl6qg6QYrh4xl1bDuW5dal6tZJZwuBn5oyWrzXhasQSJ1DunLCZZFqvz0U3Dmmb1+/l8LtphJi2EYjYZhvGIYRtWWOmd3YNW8q48/la/vEW5Kei86YvUWdANhhQiQ1OfdYqXXtnNVZms4Tq6Rnrx3LRap1qnDEtGSqsictFsxC9bWE/vtyXDppfZ9bWZ/tKt/AQuKJ1By961c/tzNtIbjtrd5t8jbqYg67sCBomd1ypTNeo21rREUWWJQjteuefvNKVe1RcUo8RhZ4QDOj2aTsXoFLe4MPIsXoX8pemVHFGSwy6IvhMK+m7A3jY5U2+BVecXw/PMwfnyXj49uouZtkXe218G4mnVIS5dSWt/GOI+4vcXtY8Dc2exUvQZ1/FhyR5YgSVCQ6bIHzvzhuGv58YiTOjy3S1WEDzpQ3CT62zOHDgZFwanKNGSaLVgVFQmFuxGFWbOoGT6OMo/43vRvrSPL4+Cs428kfuxxIlWdBnbk7UiOvE3y7lbknfAkX24K9dr7kFsp9khjC/+89xyYNKnT502GbJ4/1o3IW9MNVCtd3sutYgDjioRaXpKEaVJ7ZJmRt7xsaQer4x1IYPtQA6xaJYbVH310Bzcfq+YdHT6C5gFDYMNCYSG4jfV563qiz9ueDwy07iBvQNS8OyPv4ycPYsb4QntikYVR/YV5RuuY8eS+96YIMyXJTpsHjz+R8yIjmfvVgwzfuJpAJGZv9uTIpsnb41RTLUrj8c0S4IRjGi5VZlC4mScu3Zv7z78dhxl5L91lOuFBxUiKgvzKy8Ty+/FV8QSCRYNwbtwAY2CYI8b9L96AsbMb6U9/6tY5hUlLx+uudfnhlFmdPCqB2CbS5hFTyZ/rFgQWm7Qr6+raODhLfJatLh8H33sdnqJxeB7WGH38cSy6fgZZXofQFBgGXwzZhVseuB6alsCVV9rP7VRlWlQnmqzQv040u8zcZ7x9X43L3MyVlxMyr0PNyoI33mDNW0toXlzB06/M44M5P3HXs9dy4+QTRStaJ1G0XfN2diTvdJG6hXQ1b3cswpKdprFTOxc3i+gjrQGGV6yGik6fNgXW6WOZWcJcpxMVuaVGV+IxsVb2gWDs/H2HM2N8f/xulf5ZHX9Dbts9z5fwsOhCM7DZiMdF6bG8XEwArK0VQsHsbGEg88wzYrPT1iZ4oa0NPv64W1qDvsT2YY/62mtw7LFpe6FtT+wfv6fwG1ET0zzbYuRtUD1wGPz+97QkDVpocnjgqKNEavZXgnV1bby5sOvo0DAMnltQysZGQV6BSJwczbT+bEfekiR1IG6A/pli4agaPlb0YK8XrTdW2rzAvL85ux/5rfWEY7pNQnI0ssmUotepENV0QWBjx8Lvftfl8ZtCVNNxqjLD60Vf7DFvP06bP4dFQyeybOwUvjjuHDS3B95/n+ARR6LJCoGigbgrxHs5pkVEn9q333V7WpNhQOWg4UgHH5yiOA/HNPjySxZ/+AVfru78uTYlWLNuL46KSlrV8afSGo4zyUxzLysYStjjY1LFCtQrLofSUrLMtKoiC6vN3db9yOAl33cQYblUmYimE/D6ccWiIMso2VnmfQqNbr/4DJPIO9HnLbImjdn9KGqpY8rSBXi0aJckbN2XnDbPsNPm3a95O2SZNpeXB//0IBx/fMqxFtFvVFInmm0KVs07mpkFr74KBxyQ9jh7Xn08Jt6bTsaYbg5URWZ0fz8Dsj1p77d8EyJe8zX25lpcUSEsVy2txksviU348OHCdOjYY+G88xLeDzU1QhdRXi7Ee9nZMHJk324muomtfwVbAtZiniY6tfu8n3qEcX/7CwChkWO2yZGga8fuCo89RrOa+NK3yU7xZTziiK14db2LZ78s5Y+v/NjB/jMZX69r4Pq3l/Lhf36CQIBAOE7txN9AZSXssUe3zlNk7vpLB5uGf6Zi3xJRjZ+5P9d+9jSN2flkhQOc+d07jDv1KACWfPpNSpSXDl4zAgtGNdGzupmCtWhcx6nI5EdEvTLo8rJ4yn5c+YcHaFOdeKoqGN5SBaEQujkUo6VgAJ7qShRdY1ijCNPU116FTz7p1jkNYP6ME+H551NIKRLX4aSTaLzlDu6YvbzTx0e07pF3ht/LI9OOo6GskhF1G/AXD2TDjCPFDHF/LoUB0yUtyW1MlWWCUY2bPn5M3NCuZcqlykTjOi0Z2Xw1+QBYvdpedJ2qTFQ3REmjosLOkIx699/Qvz+5bU1E4joDF8zlgXf/DkDAl2WTYDpYNW9vmsi7W2pzuWO/d3tYRN8S0fh+5+kp5Z6uYHVcbKrN29J0rDroyF6z9O0prE1i2G2S9+ZkFXVdTGS75BJR7hg4EI45RtwGwsHuqquEkdKcOWIN2LgRJorfD6efDitWwA8/CCHs7NlCAV+Qvj10S2L7SJubE3lobe0gGoon1TB1l1jMK665iX6Ds7foJW4KhgGKoYOuE4gmFMPRToRA/8uobA5hGFDTGmFgJ7vzZ+aX4opFOPaiE9Cvv5pAdDA+n6dHqay8DFE3XdGvhMOys0VK9OijBXkbBs7ly1CnjKTKJwjjxk8fByBnWjPx4j0gr+seWCt9GopqZBUUiI3FZiAaF5F3bkiIE2/5PzGAw6HIZNRW88crjsR14Flw7rkokybBRy3UDRpK/egJ+KIhBjWVAaC7XMiffQa//e0mz2n1eUNiUfU6RbsSAwaQ2VBLfaBzVfCmBWumvmBAf+7a8xTOu/dYZk47Ae/tT/D9PofAyz+yfOQulKwxx1gmkbfbIROIxPHEzYxLuwXVqcg0ajoXXP0v+mW6mZY0u9ulyqIl7b77oKDANuLx11VBTQ1yXi7QgH/1cvv9bvN3vSZ0WfPuTuStWII1s/adJsq3iL41HOOhS+7m6bN26/KaLKS0ig0aBKedBrff3uE4q0u2ccQ42Hd4t567t2FF3m1ZOWLeeqRnw3RSsHo17L+/iK4PPFCQ+NSpsMsu4v6ddoLbbuuFq97y2L4i7zQKy7gZGSiRCIZZw7QIfVuCZhgc9O6zoCii3moiphlCMXveeVvx6noXVS3i9VU1i/amq9/4ibkrElFrWUOQOcuqOGXRbHIrNxAeMQrDgJ3nz4a77ur2eRRZosDvoiyMsIx8XJBzazhObqgFKRqlKbeQlTkD+XjEbjw6VQzi2KVyJUUP3t1hFGN7JCLvuCCWTSizNwUrbb74iJOYcvVb1HkyOfnf93HHI5fS5DE3qKoK//gHzuki+7Bk35m8/fibtLgzKKhcT2l2EYHJUzu99nd+rODgez/ntCe/JhrX0Q2DE568Dfbay468szwO4rqBXlRETlMNdYFIp85d6QRrL3+7gQc/XQUkerr7B5vwRYNU5xWxa8UKBitx2yv8h9GTE0+YZBridii0huO4OyFvl0MQdEw32Gcbg2+TAAAgAElEQVTeuykDPJyqLNrYZs6EqVPttLm3oQ7y83F7xVqwPjdh+BP0+dO+RgvJfd4W7LR5d2reSWpz6DryjmlGp7a86WBF3rqBKB92YtVrRd75pSu32lAQywFv7fQZIn2dtOnaJCIRuPtuuEiY+zBqlKhP19XBu+8K8p427VfhSLl9kHdy5N0OCQFS2CbvnFdfFCrazdnx9TLimoHTEAvM+QeN4dy9h3H0pIFiUYxEul3D/F+ARdqVzWE03eClbzakTMN67qv1eGMRLvz6VZaP343A2J2QDJ1Rcz/YZO91e/TPcosWrN13t+ctVzaHGB4RffMtuQV8XTCSc479C0/sdjQAU8uWUHTXbR3MYNrD4zAHU0TNXu+amk3nLbuAlTbPcKm0ReP8/YE/cOBHL5IdaCKguog5nBQG6kETwjZZEhsHK7qtvvYmLpl5BW15BUKUkwZzllaxorqVL1bVsbYugK6Dr7UJGhrsyNtSA2v9i8htricS1+1SQ7prhlQnwDd+KOfNheUpt//mibuZ/fRFrMweyF6lC3Huv689AndhyQTmjZ4qFlxPIhPjcSgEwnEa3ebIzcGDU87tVARBH/jlu5zx5C3wwgsp90ViOpSVwbvvEjKv391YB4WFeE0CXp1dZD/mskNSxWPtYde8e5g2t4acKEl93uL/HQnflTQ+NJ3LW2eQkiNvn6/TOrJVRpz0wmMiOt8KsMe99jSr+N13IpK+4gpB+pZi/sADxWv+lWH7IO/ddhP1ip069kXafd6RCIYlQAoEYNmyXhkk0VuIxDWxmEkSmT431xw2Fp9LEXXhX9H0nbimU9tqRd5h2swSQWmS//W/v9nALeWfk9fWxPrCIRQMLmRIYyVZlWWdtvF0hqIsj71J4I03YNw4KjfWMTkmDE9aC4qoC0Qobqxk5s+fE/T5yQmaPfXdEKyBcO5i//3F4IzNcKyKajouVWbP1//JiYs+IqgIEV5uUy0x3SCQkc1x894ApxOprQ2vU8VRtoFjz5nFfmu+xT9mJD8OGE2wnad3MuoDUdwOmbE1a9m4TmyYFE20ilmRd6ZJ3rHCIjLDAQ5e+SXGBRek3ZhY5GxF2ABVLWFaTbK01Ob+qo1szCzgm/6jacjKgzffRDb9DFoMlZtP/YuoPSZBRN4x5pfsTNSf2UGn4jRr3iUVpvgoKWp3OYSYkNdegyOPJF4vPm9XvUne5me30tdPmMDceCOnduJhb8GKmD1p+7y7iLxVq9ZtpstVudPHJBP2L4m8jU2Qt602j0X7pMe7O7Aib/eGUkG8n3/e9QMMA+6/X2hdIhHR7//++x3aG39t2D7IOycHpk+3I6tkWJF3zf2PUn71jYCpyIRtyrUsEtNxGHrKF9KhiMWJ7Owtcq13fbSC3z7et6m02kAEq2pR1Ry2ld+WN/fsJVXEW1o5Ys7z/LTTND6eJFSzo+o24C3f0LMUG1CY6WZjY4gpt33CgvIA/PwznsUL8QwaAMcfT/XwMdQHonz++Dnc9Mk/+OtNz/GPqceKB3ejzxvMyHvGDFFj3Iy+WavmPfq/77HH+sWcc/S1LJ80nf/sewxRzaA1w/zeulzg8+FxKgRQKVy9jAm16yj81z8Z1FTFD789V7ROpkF9W4TfFGfz4Nt3MumUI7n43YfJqykHVe0QebcedSwnn/Y37n7/XjKf/qeYgJXmmiFB4oZhpHyulmDNU76R8qwCHt79BG68/30YOtQmr7ZoHN3r69BR4XbItEbiPDl5Fp898lKHc1tWovY87aTfv9P67Vg++OUiExA+4CCYOdPWK9TGZCryBnZpJ2ohXc07x+xySL6tw3U62qvNUyPwZCSL4dINR+kMKWlzn69TkxZ75G1865G3Q5GQJIjF4vDppx2mjnVAWRnceKPoiV+0qFsDc34N2D7IOxgU9a52O3dI1Lz1CROIjR4LQCTD/JFvU5G3LtLmSX2XTrMVxk7J9jFWVAuL0L6EZQFa2FrHgXdehfYfoQrd+6sPiVz/F0pXbURVFZSbb2L2b//Asiyx+E7ZuBQ12NZj8i7KchON6zS0Rfmqn1CdD165mPhee8Mrr+D2uFM0EGt9/Thx8RzxxyaGNnid4rMKRYUAjsZGCIV6dH3JiMZ1HIqMt76WmowcWhQXL/zlUd454UJicZ23DzuDFl+W+D5IEl6nQp1L6D1227gU/5WXMaK+jBpfDpSUpD1HfSDKPtXLGdGwkR+mHMCJX75B0YZVoKopNW+A1qLBfDlgvG2Ewj/+IV5nUnYhGtfpF2jkwOsugE8+oSkYIxLXCcU04pouyNswUKsqqPDngyTRL0+QrUVeoaiWGAGaBJdDIRCJszG7P8Gddu5wv9Xu1Wz6nye3PTlVWaRlTfKWTTFh5Jpr4ZJL8Jnp7qZQlHOveV7MCt8E0vV5Hzy+P8+cNSXFmrfD62gXeSeEax0j75EFGbaIs2eRt/i/bhhCbX3wwWmPs0fexmJbjbwlScKpyAl/986yilamp7hYqMTfeitF0Phrx/ZB3m1tQvKfpj3GWpj9b76Kf5EQ8UQzuo68Y5rOwg1bLirXdYOoplM5aSpcdpl9u1ORiWk6xoEHiv7EPkZLKEZzKNblbObNhTV848j13zHti/cYfOzh7FG6iD9+8QKuW2/hzAtmMcZrIF94Ic3jJ1KFi1BhEdNLF2E4HD1OmyebRKw13ESHj+CkRbMZFxWtSe0HULgqypi8cRlNF18OBx3U5XOnRN6LF4uF5ZBDYP78Hl2jhaim40HH3VhPjamAd5hq87iuM2/S/qwdMtq21PQ4FAK6TMjnZ1zVagBqcwqRSktFFqC8POX5Nd2gIRhlwvLv0CSZf+1xLNXWzOWkPm+LvJvrmzhy2VyKWutpHTCYNQccIbJAjz6acs2FgXpGzJsDX39tb858kSCR92cjNdaTHQshRSLUmX7pVgufFYm2ReNpicrjUOz1O12U6nOpROI64TTLnEuVxcZhwADx+MpyJEO8v9ZzgxhS43B2rylHSWOP6lRl9h3ddVuRw5w9bnubK6lkngxVkTl9d5G+X1vb/f5nKTnyvuoq+OMf0x5nqc23ZtocxPvW6twEeV9+uVCKG4bYjPZBT/q2jO2DvLvo846bJi05V11O7ptiNGQwr0DUWvzp1aVvLSzn6Ee+5O1F5Wnv721YKcfy6Qd0mFdsGBA/5VShsOxjtITjGIZoU+krWIv7LnozcVmm9pAjkQ2DFrePsiOOJbehhscePB9CITLdDrGhGDqSrHCAjRvr4LDDenS+UYV+ZEkQUnVzmLJDjiYjGmL6TZeBptkEPPWCZ5h2/jMsceVx7Kl/J3TzLaB0LRhKIe9RowTZf/+9SPH9AkTjOnltYtNYY/ps+90qDkUmphl4m+rZZdk3Nnl7nQqhWJxAZg65bSLtGygoQinfCNdcA8tT+7Mbg1EMAwZsXEt9/8GsCBhsyBvAhlET4aabOkTeTY0BHnj3Lv6639kcfvEzHLDELcghKcMVjetM3WCm6Fevtv3Z//XKX/DNOpzChd+iOh0Yjz/O/GG/AUQpAxLkFY7puNIQmTtJvJWuPmy9/8v9/Qn6s+Css+z7bPIeNAgUBffGDQxsriE7OwOee45Md6I8le7c6ZDpVvE6FQblpG9v7AouVbbT7lbNtzOF+m+niPLBpOLut7NavGZ3BXQyytWKvBdfdHXaVrItBZeqEFBcoi8/HXk/8wzce+8WyThuq9g+yNvtFgttmjqPpWiUImEkU8kaKBok2gumT+9wvHiMINNH567powtudz5rRGIskvJFtoQtMU0XqcpNzFbeXLSEYpQ0lGPccktii97LqG4J41RlhgVqKcvqz9d/e5R5Qydx2FkP8sYlt3PuCTdSN3I8aBp+t2hZWnDSedw7/RQyfO4e2zmO7u9n4fUz2G90PypbQvznhPPY9eIXic/9DBTFTp9W+/OpysyntjWCU1Uo8G+61SS5zxuPR5hAXHKJMIjoRO3dFaJxnaxIG/HsHGoyRMp+1i4DbO3DQXNNH+jjREub16kSjGosH2f2AmdloWdm0uA1y0K1tSL63msvWLrU7tfOW7eSlpFjqGmNsCZnAHmVouZoKZ0t8q5TPYRVJwWBBjY0hkCSCA8bkULekbhOTtj8zra2UtkcRtE1flMhNg55a5ej+3xI55zDxoGir9iKvJPdzNJF3u5k8VYagrU+uy9KJnH/vxeI/l4TloGLoaowZw4/HPpb+oXMunZuLkXZ7gSZdjM97Xc7+ObaA5kxrnDTB7d/LQ4l0SLWRc0bIMvr4KcbZ3Dx/iO7/fyJmrchRuC2U+ZbsLz7mybsKjowthJcqkxUM4TYuH0q/Oef4fzzhQj07ru3u4jbwvZB3pIkou80O7hwTNTcCIXAY/V5d01M1u51eVWrrYLuS0RMUp5+/40pgyCsBUv/+BMhhEojGLKfI67xyNzVPW+/SEJLOMbNHz9Gzh239lkPaGVzmKIsN8suuppLj7ic9fVBcoPNqLLEgrV1zBk6mW/vfxoyMsj0iMX5h+IJvDrxIHux7imyvA4Ks9xUN0dYV99Gttdh26n6klKmVtq4OM/bpU2mBavmHYxqGIbBPz5bQ8vMo8Um6+23e3ydkbhO/dBRLF+yjk9HCCIa1i8DhyIR03QaPWa5xxxm4XGKqWbPnX4VC3baE4qL8TgU6l2CvN/7z2JWnXAmzJsHb71FfUCo/Fc/9SLll10j/p1VJFrFZsywlc4WeTcE47jjUX7/zRt2/TEwZHgKecc0XcydBigvp6olzNCGRMaqYN0K+oea4fvv8ctmz7dJ3sk137TknZSe7iryTne/0974GrD//tRk5jMgbF5nQQEORbYj6J7UljNcapcubJ1BRN7pa9/p4Hc77GEj3YFd89YRgrXm5rTdAbp5W/+vv9ikj0Ffwu7DX7AgpVRIPC5KoD6faP3rA+/1/xVsH+QNnZJ3JK7h0ONIhoHkFj/WuGaItrIbbkj7VJahA4aBdPZZoi2hD2FF3qqWOt3Jiryj2aZwqosU0jfrGrhz9gq+XffLavW6bhCIxLn6ENP8oI+m/TS0Rcj1OfGNFW1N/V56lh8ePIWPXrycr9eJOnRJnujZtFKbFU0hXKrco0W2PYoy3UQ1nQVr6hnRL+GN7nMlCKAg05Vy/k1BkSWcqkwwFmd1TYDbP1zOG/FcoaA944weX6PVKlaS72PioCxeOkfMr3Y7FEKxJGFWlRjc53MqtEXjROI69511A7z/viBvpxdDkli9rJRP42YUHgxS1yYi74wJ48j+jbCHfGryLCqHjgG3205T22nz5HnLJmE1Fg8T9pJmK1I0rpMdMn93ublUNYcYW7NOnLJkOP1LV3Dg8vkweTJFsYCYGObvGHmn25ilpM3TRKnJeoX291v3tYRjsGQJE995gaKwGXmbZQfrc04X1fc2DhpXyLRhlo6hc8HaL4XdKgZQVCREvF3YRU+645otUorrDMIBz1xnw+HERuOrr4Si/JFHtvpgkK2N7Ye858xJqRdbCMd0MkzzE8kryFvTDWho6HR0Ytgk00HN1Qx591U4+eQ+umgBK02vtlObW7W4cI5p+dqFg1dLSLTmtEXTm2lsCoGoqHeXZxVQudeB8OCD4gfV3AwXXgg33/yLnrc9QlGNLGKMff1flDSU85NfmGQMX7/c/v2WmPOArX7j8qZQB2FZT9E/S3z26+ra2CXJGteKnmUJcs1ofGh+58rh9vCa0W+tGdWWNoREus/h6HG9LhrX2eXrT8g45be8c84Udh8upmJluFTaInE8ATNyfEx4fXtdYqrZAR8+z8O3ngqDBuF2KLTpEiFfJjmhFu7Y72yiAwfBxo3UByLsWv4zA154mhwzCtZlBdmc521F3tb73tAWZcbZD3HSBY/Z17hhl6minm4OAYpqOjmhVtaM2hnef5/K5jAT69cTlVU2zphJv+qNDG4Um41oTh55Ppe9CUtWmBd1MX1KHJsu8k7tzEiGFd1XNYfh00858om/MrJe2MdaTm3W3OnN2RR2FzfP2olTpgohmsOueffeeVNMWkyRXjq7XivyluNbT20OSZH3V1+JjgArqzh9Oqxc2WFgy/aI7Ye8x41LfGmTEIlrYgTo0qVEThIkHNcN0QbUSauY5YO820Yx+Yh58/rmmpOuEUCNpU6ycqjiFxnJMUcbdkEGLabILGVE5aawcKHY3c6bR0sohmToXDz/JRr6DxLpq88/F+T9yCMiS9HNOvjdc1bwyrdlae8LxXQGN1Uz5MY/M7FqNZ95xehCo7CQEQUZuFSZIlPQlGkaYFQ0hX5xytxCsup8lyQhkBV5e50qfjPStzYP3YHXIdqVrHryOqvM8t57ogTSA8e1aFxn4PoVoiUmqV/c51LRDXh71HQqi0faSuIMl0ogEscRCpLfWANz5+Ixfclvv/sNnpo8C1nXKP3jtXDGGdQFIhyz9L94rrmKrCxzg2IYFK5fBW++2SHybgxGWdmvhPD4hPnRupEThQI4JwdNN9B0g+tnnM9zp4oRpNUtYXJ8Dpb0H87yw0/ghhv+RUYsBDk5uLxu+mclvt/Jkbc1AS4ZqeSdruadlDZvl2K2NmtVzWEYMQKAkD8L/vQnu39/SJ54D/pSoJkOyaNBewspJi3WOljRcZ6oZYSnRLeu2tz2nh8/XmwEH35Y9HODaAfdTuvcydh+yPvdd8X4t3YIx3QcLieMG4ds7rg1XRfk3UmrWDim43EoTClbStiflVKH7gtYkberpRny8uzbnabaOSop4vYuI29zRnV3yVvT4NxzxXPecQctoTiFrQ38cd4LVPcbBP/+t/BULy5O9MCuXNmtp357UQWzl1alvS8c0xjQJDYhG7MK2BBT+Muxf0L6/HNuPWonrjt8rF3rs8i0JRy3F9pfiuTILjnytmreHqdiR/dDu5k2tx4Ximp2Pdkym2HVKuFy1gNznaim42trEd/NpMXL8s8udfh57IE3xHhDrAEiOrLVWz5/Ph6HuJ4at5+XX/wzd374AGWHHg3774++dh3H//Qx0rHH4ve6RJ3UOs/kyczceQDXHDbGLh9YnQFn7/n/7Z13nFTV2ce/Z/r2zrK7lF1WqsCCIlUUELA37FGT4Gs0xq4xiS1GE0uMJjFvjImxN2yxRGMvQV9QECkWxEJvi2xny/Tz/nHuvVN2hrqFnT3fz4cPuzOzM/fMnbnPedrvqeDXx43AJowIT3MzrF5NYNU3TNjwOasL+hMMBGDCBPK++pyF5/+cU875A9/nFfNdv8HktO2APn248PDKmCKsaIO7K887kaGL3tDFt11Z42CbvNb7VVdUAr//vfUYc5O2pcHb7rk7E6et4z3vGJGWIUPURLySknaPM8Pmtv2gVcxvqkdecIHKbw8apAbJaIDeMlUM4J//VDu3s86KudkXDFHk2wH33INrhurbtTzvzYlbwbzBEBluOxM2r8Td3ASnnw7PPmuNGwyH5R4Vk+wKM+ddc9rZ5JZFhEHMUGEgFFY9j8OGJX0O0/Nu9QetitL4YwyFJbbLLkXU1cHhhyut4AkT4LXX8K1ZR4UxUnJD8UD8p5yGy6H6zB2zZiEAFi3a6TGYtPiC1mYinjZ/iL71Kpy3LV9dXD6ceDQMGcJEYOKgyObFLFgDGLuPU+AKM93YbYL8DFfMJLN0y/O2W0Zyjzxvl4NWf5BaI5+8qb6NQCiMM1rZazeEJUwvNr25qd3js6KMVLQHam48VuUZrzVmDGktKj8+/d+P0re5jhUlgzl023Z8W79i6qP3IG12uOMObDY1A72uxc/dzy7i6uNHU+nxUFmUiZQSl93Gxjo1S/2Q8nz65nj4y3vfKi915kyky4Wzto5nVn7JtUdeQnFpPixeTGHf6eo5hJoIdtDHbzN56XswdSqz4qq0ow1ucULjHbk/oecdHTaPM+5FWep8Vzd6YawS9jn97SeBSGrN3KRtadh7YZ29wbkbBWt7SoxIS1kZ3HlnzP3hsESIqLB5N3veLrvNSvVxxx3KMXj3XTjppG47pv2N3uN5J9H/9gXC9GuthSuuwLlShcFDYVWByowZCZ/K6w/hdtj59ZxrWDr9RFW89e23sHEjG+taGXbjG3y1tanDDt0MmzedeTacfbZ1uzW0PhiGa6+Fk09O+hxNbUEOXbuM8w+rZMXAA3n+9EvgvPNiHnPkH95D3HsvzJvHayMO45ajL6b+6X/B8uXU5BdTUa82M28Eshl505ssXlvH4Otf55ZvjR3yokW7tZ4Wf5Ad3sS597ZAiKKaanC7kUYkJFk+O7oXd8we9Lwmwm4TlOZ6OHhAXky1sOV5O+2qkM5lTxjCTUaaofJVY4TNQ2GpjF6cLOeuMGebpzc3tlN2i35/ovOzpuf55JBp3H37U3DccVbY/KRXHgRgadlw+vz7OdxHTGfyojf5aNJRqvcZyDXC4/7MrBgpWCEEBZkumoxzaLbEZXuc6rbDDye08CNeGKWka29/86+Ubl6DtNu567U/c8Y155LhtNHsDXKk2d52883t1rwrzztacjRRT3R6dNg8zribE+W2NnrB7ebLyio29z8g5jFmtXlln0y6kp0prO0tMSItoK6FUe2K5z36CTe/stIy3ksffK5bJxW6HfZIZ4zTqboz1q1LqgzYG+lU4y2EKBZCfGj87BRCvCKEWCCEOG9Xf9vhZGYm7fPOMUYK2gwxl2BYqvaEJOMlvcEQaS47ayoOZOn4merGYcNgwADW1rTgD4XZsmylVbSzr/iCYYQMk7VhbcxAAbMKNhAKq4rMBDkskx3eAAMaVai68vv1VM1/FRYuVHfW1FC/tYbML1cAIJ95hr98up2HRh/NqpAHRo+mqS3ALW8p5axF/jT8oTCXzlsKwMOLNqqWjt2QkAyFJd5A2IoExNMWCJFX/z2UlZFvGMlkxtvjtFvGqqrfvs9f/8c547jphNjJUaYBTHfZueCwQcy7YOIeRVVMic7aZp8VgV5X27LHxttMnQSy82BwbH+vGRGAOM/bMF7+sKRmiErtmGHz9w5WUaZVReXU5qpNUkNuIcPnnm79fW66Mt6C9ustyIzk3M2WrOw0h4qozJiBIxRkx/ZISmBTXgmrb/o97qAfe1YmmWlOmn1BvisZhNedpiI9cUQb5KLM9l7gLnPeUZ53IuNenO2xRGOu+tk9PHzpHbGvb7fx8sVTeOjHh7T7284k0u/dkWFz9b8l0jJuHFxyiXX/N9U7qJz3IP0uvQCA5oPH77FaYUdiDpWxsNnajXzt7XSa8RZC5AGPAmaM8VLgUynlFOBUIcTOh+N2NEk8b28gbIkz2PooKchdyX96A2EGNlVz7BfvU++JDaG21tSR7m/jiGMnJZUg3FN8wTDZ3hYGTz0YHnjAut00XP5gWEkeDhuWtACqyRtkQIMy3tn+VobWbMA35xQ1Oq+oiKbHn2LyemW8l5RXWRrmZo62qc3PK8MP4/VDT0IK9brbjLnbVf1zVd5/N2bkmtXuadu2wPXXw/r11n2hsMQfDDP/ylvg3XcpNC7Y0cYpnmyPk4EF6RQkuLjvKSNKsynJiVXHii5YK8x0M3oPNwnKeAepafYxtFh95F/7vJr17hw48cSEecdEmBeyBbf+NWYuNST3vNNjetTVOtJcKmx+9wmXcfnf3ydks7PRkFpdct0d9P1RJK1k9ron2qsUZKj322XIswJkuZ00eQPIKVMAOO+9yHHWe7JYfswZzDn3LprvuZcMt4MdviDf9SnH42uD+fPbvUa08UokFbqrsLndJqzHJLq/JMfDVmP8bFswHKNJblLVP5f8jL0fJrM37Gwk6N5i5bzNa1tpacxmv741wLlP/4n8l54j3d9GycvPKDGUbsIdb7w17ehMzzsEnAGY8eNpwLPGzx8A4+L/QAhxgRBiiRBiyfa9UKDaKZmZqrcxToXMFwyRb4x4tBs7u2BIwmOPKVWsje2ror2BEGPXfMb1T91Koy3WaMg1a63cMNOmdcih+wIh8k2hi8JC63ZntOc9eLDanCRo/wBVsNa/IbZIbM2AYapys6AAuWABk9Z/xqo+FTy3wUuWx4HLYbNEaHb4Qlx5/M959aIbAZhQkW+FLRta/Soi8Itf7LLnvdWn3v8nHroKbrtNSTCecw60tVlV/PbcHCgvtwzEztrAKgrTmTq4MOn9+4ppANMTXNh3hzSnateqbfEzuDiLkhwPz3+6iRte+0ZVje+mnKspkZtIqjPGeCfwvCEiMONx2glLqPWHSSvMRwhY61Fh+Lz62G4F0/O2JajsNT3vaIOnPO8gLU4Pz4yaxd8nRPT2az1ZbGvysrx0KEXDK8lyO2j2BtmQbeS5H3yw3WvsKucbPR4z2WNN7zuR8Vaz3NUGtNkX3Otz3NFERoJ2UsEaxBhvbyAU0a4Acr07GPary1R7bTfhMuVrNUnpNOMtpWySUkbP0csAzBhhHdBOQ1BKeb+UcpyUclxRUVHHHtDll6u+7bhQlDcQJr/V8LyL+2ATRrV5RYUKRScYndgWCFFg/M2G7D6sKx7I25OPg1tuocaTRXmdYbzjwpt7iz8UjsyQjjLeMZ63WfH+5ZcJn6PJG2BAQzVeV8Q7XpRfrqqJJ08me+li7pg+l5tnnM9bK7dx8MA8BuSnW61NTW0B0l12K3x59Mi+LLr+COZOKVdtUGlp8MQT8PDDO11Liz+IPRyiT7MSXOEf/4CmJnC51AVESiY/9EdYuJBCw0DszHg/cf4Ebjq+86r9M1yRgrW9+nu3ndaAahUrzHTx5pWHMXFQPg2tRtpgN9vr/MEwtnCII34yR73PUURHJmJy3gnU4SIbrgBpLjvpTjurbSpdVPHmSzHPm5uW3PM2oyLR74vKeQeobfbxy2Mu545pc/nzFOXJ17gz2NrYRm66mgue6VFtbAsGjubdsy5OmKLalYrdrsLmEMl7JzLufbM9NPtUVKSuxW9pqnc31kjQjsx5G2+PmdO2jLeUNLYFrCREbscAACAASURBVGvguut+S8BmfG66u9pcG++d0pUFa82AGZPM7OLXVkU+ZWXt+gN9wRDzjzsH1q4FjweHzaZy3qNGqQckMN7eQJi8lkb8TjcNwsUpF/+Tu069Bm68keqsAspNz/vaaztERtQXCO/U8/aHwkoRDuCLLxI+xw5vkPcqD+GpGaqXvcXp4f9ajS/nlCnkb1rHlqxCPhpYRUNrgDH9cykvyIiEzb0Bsj1OyxsbOyCPbI+Twkw3zb4g3pBUYeDXX9/p2MsWX5Di5locMkw408iczJ0LgQC+9ZsoaG1k1GN/g08/tby7nYXN3Q570gt3R+Cw23A7bKTt5mSpeNJcdhpaAzT7ghRmusn2OCnIdKv0wTnnxOht7wx/MEyWr5WCFUugtjbmvsxk1ebRnrczEjY3SXfZSXM5qG4NctoP7uCbvz0a87zmuQ4mSCMVZCTyvJ3s8Aat4jyAf4w/hR///GFW55RQ3ei1iv0yDc+7LSz4+OyfJVTL2lXYOPq1kxV3RTzvBMbbKIL7bFNDzO/djelxOzuhVczKqpWUKOeksVFt5AI+3h42BW9JGSMMBbzu7fO24wuFeWHpJn75/Gfc/Vb7cc69na5sFfsUOBR4HqgCkgtxdwarVsEzz6gLpt+vKmqzslQfbHq6VcVotwmV887NVeL9n33W7ql8gRC5LQ00Z+fRGgixwxtUF5LNm3GsXs2A+s343Gm433hDXZz3UeDfFwyTZw5NiDLe7mjPu6hI/UvmebcF+NPUc8jyOLilag7F2W4avqulvsVP3uTJAJxWv4r705UxGdM/lxZfkA+/3U44LGlqC5Kd5mDioAIOG9LA8BIlq2l6x7UtfsrmzFHqXm+9BS+8AFVVqvAvasPU4gtR1qjCs5tv/yP9+xcp1aSqKsq++Ya7K9RkKfr1262weVdwfFUpUw4o2PUDExAtpWoavAyXXaUP0tNhw4bdeh5/MEyO1yi4jKs2dztshr653EnOO9bzNu9Pd9nVAJL+I/GUxhpQ03gnKi5M5nk3+4J83xTpi25zeagtK6Z5ezPVTV6rajzTrR7rC4aTKpjZbYJDyvP44aTyhPd7ov4uWXGXWXCY6H6zJfCTdaqwLlFFe3fg7BSRFvW/5XkfeywsXgzvvIN7xddszhnDBSddy/KHbuaur79Vj3F1ba4/GtPzvvutb6hr8VPVP6fbjmV/pSu930eBm4UQ9wAjgN3rK+oo7HYlwDBtmlJb+/WvAeV5H/bfF60iIIdNXQQB5X0n9LxD5DTX05KTT31rAH8oTIsvCCefzFH/+B3/Hn44T551lZqI89JL7f7eYsUKNdZuFypbvmCIZaXDCN9zj6W7DNE5b+Pv775bifbHEQyFyf9+M0XNdVaL1k8Pr8QXDPP0JxuREyfyj6ln4Tx8qlXgM6Z/LgMLMvAFw1Q3eS3Pe+KgAh47b7x1wTUNbM0On3pvc3OVwX7sMdV7fvLJKvrw/fdw4YWEV6+mrEnVM2wfMlJ56wUFcMcdtI0czbS1xjCEsjLL887aiefdFdx1WhXHjW6vzrc7nFAV+TuzqC7DkDOlXz/1vuxGV4Jz8Ucct+pD9Utcn7cQwtrgRHuY0SIl0TlvkzSnnXSX3fpMxG+SzFa8xrb2bX3muUl3Rv7GPE9ra2OH9WS6HfiDYeV5GwYyy+OwZsNH567j1/XcTydzfFXi935X8qgQ2Vwkis6Y/fofrVaRjD1pAexMIvKonVCwZl5qhg5VQktvvknZPXfiDviQEuqHjKCo1VCW7GaFNYDvd3g5e8IAnr6g+yac7a90uvGWUk4z/l8PzAIWADOllJ07vzKewYNVP3ZNjZpI86G6EHoDYSa+/bzyygG7XaicNyhDmGCAhDcY5tWf3cSLV95OnSG+0eIPwaBB5FdvYv6gg/nP+GNUT/by5Qk3AIBq1bjqqoQtbNH4gmE2FJdju+yymIruSM7beCvPPVflnm+4QWmzG+xoauVvL93OvHnXKZ1q4OCBeUyuLODxj9ZR5wtz++SzyR92AOUFGQwqzCA33WVpO8/520KWrK9PaEQLLM/bp/oxf/ADlYIoKoIbb1RVxBdeqP6//35GXfwjvA4XCweM5rVGJz95bImKdJx8MtuPPjHyxP36Wd5dxl6GrPcHMtwOS7HN9GQzXA5a/EGkOZZx7dpdPs+wU47mFx88pn5JIOpiphbcMZ53dMFasrB55Pf482vKoCYS1DHPTXzYHGDt9jjj7XEQDEtqmiN5ZVO6Nf6Y9wTTeDtsIukkr0SbGpOCDBdZbgefb1ZRrf0lbG4a785IB4XjHYXZs3HuaOKj++by8HM3sWmUGh+75Vc3wcyZHf76u4v5mQiEpPW90cTSpXlnKeUWKeWzcYVsXcfRRyst7iVLrKpoXzBEZlO9FY522EQkx3fGGcp7jKPNH8JfUkZLZaQgzR8MEyqvoPj7TZywcj6BxiY480w1SCSutQdQ3vbXXyt1tqwEXXM1NVYI3OcPMWXTFzGjFiFaYS3qC/nkk0pb+lEjf+n345r7Q0ZtW82d035M2KYueJluBzOG9WFLo5eVhqBM/7w0rp49lGuPGQ4oA//DSQOZVFnAsaNK+PGUinaHaV7ErTznvfeqtW3YoIaVrFkD//2vGiTw+ONkf7eKMVu+5gdn3cYzX9bw9sptbKpXSl3bx0XtrouLGV6SzeVHDGbGsJ7d3/nAj8Zx8fRKy4inu1XFt3+cMWd7V9r4wTjPN0G/a6Kqaqc9MmnNlSBsnuayx2yM4vXhTQW7RGFzy/OOCZsbnnfcmNzoTUH/PCVja0qswt4bb7tN4LLbdhpeNlMHiSq3hRCUF2YQCksyXHZLbre7mVRZwGUzDmBEaXaHPWeMtnk0RxxByO4gx9vM/IqDWTlhOtsy88n66P9UFK2biE6l5KR3X/h+f6b3KKyZuFyqH7q4GCklvkCI9MY65SkSlfM2qalR+XIDKSXeQJApLz9KxZqVMU/tHXMQAH955Q9UfrVUPef551uDD6IJffGlUjg68kjV3nX99bFtbE88AWPHwsqVzL7vtzz82C/aTdKxPO9QVFXmjTcqreZ331W/X3EFGS+/yO+mn8eKgyNCGJkeh9XTvHxDpGBn1ohiS6bS47Rzy4kj+dMZY/jTGWM4fEj7DgDL844qUvIFQ5EIQV5exFM85xxWHXc653/yEgduW22Fa9fVKuNdM/hA7jj8x6x+80Ow27HbBFfOGkJeF/fZdjSFmW6uOXKYZVhNg9lcXgmXXbZLSdmAsPHOwq8J2Oxsv+jyhJ8n00DG549NzzNZztv0nIVQQ1SiMT3vxgSed36SgjVIYLyjNgVmqDq6FsDtTBw23x3cTttOC7vMor1kYXXzePYXrxvUObtq9tAO9bwjOW/1v5RKU4H8fB7989Mc+tMHeWTcCdQHBS+NmEbW/Hd3KyLUWURv6PK0552Q3me8QbXn/OEPBF9+mTS/F0fAbxlvq9rcZMYMuPRS61d/KEya38u0f95JxeeLY5628ajjmHP1Y8w99Sbe7l+lbrzvPiWsH8dLfzTafaZPV57pbbepYq+//lUNAzn2WNXWduCBjFrwpnpsXPjdvGjFtFQUFMDs2SpMvX49PPAA1T+YywPj58Tk9LLcTmuC0/KNe19taxY9mYM3tu/wMfo3b/H+14knnM3/n2twyDDnLI30g5u95K3Y+PvEU7EfNHaPj6MnYXq4Lf4w3HMPGKImyZjz1w+5beEWPu4/irTvElfdmkY6fva06Rm7jVqGNFdsWN28P9PlaKccZ0ZVBieQB3U77BRmusiL8orM8GZti58+WRHPOrpbwEzFVETpw++t5w1qg7kzzzvD3T4iEU2FMdAmXpwn1YivNv/vN9sZc8tb1Lf4+aZkMFuz1fWvsS3AXyafyfZf3pBwCmNXEb0JNVsWNbH0TuNts8G99yL+8r9Wv7ZlvO1xnvdRRylDaKizRfeFhwpjxUFa/UFWpRfxfuUhNAcjetQEAmqiWWMkW7C1pon1BWWqn/zMM2HWLFXodeml8NBDKkdveNqLDzWEPMz2NWsZAqddxHreAEccofLoK1bAFVfw9bkXAlj5RptQ6lTmWMRlGxtw2ASFGXtXoFKQ6bIGb6zZ3owvGGb+14lFdupcGUy+8in+fExEN9n01Nr8ah2JlK5SCbN3vMUfVBvJL75QUZjNm2NqFUAVR/7ujp9w9tN/5sI511Pz1PMJnzPTCPk64wyh6eWbOW9PXNjcMt4J6hly0128dPEU7j59TMLXfPx/JvCzaZXW74P7ZDEgXxnDaOMcHY42vajoyu5kBWu7g8dp26mHar7XyYq/TM97f+nx7ixEXLX519U7aPWHWFvbQkNrwLq/qS1Aizud+it/0c2DSSKfCZ3zTkyvM94fr6lVYd1LL8Xx/ntcsvAZnpr/tSq0QoXNYzzvY45Rxve11wDVJhYx+LG5x8a2AK3+kBVStIZvLFigit9mzIDGRgKhMH8adRxH/ugeNYVJCOWhOxzq9X75SwDkbbdRf9gM3px1Fv9z7RPw9tvt1uO02wjEixnMmKE8+PHj4c472VagdtB9cyLFQkKowQxCYAlU7O0ktIIMNzWG511ttAmZ3jwoA7R4rTJKLf4gvrxCHDmR1o91tS18sq6O+la1AfDsQxi1J5BueIOt/qAaaFNVBRMnqnTH0KGqV95g2zsfUFX9LRty+9LqSkvaVpXM8zbDxonD5nbSjGrxZO14Y/rnJr1veEl2jCyt3Sb40eRyAKsYLfq5s4zPHcTmoPfJ895Fn3/6ThTWIGK895c2sc5CCIEQkZy3GSmrbvRS3+q3onJmiiSRql5XEv2Z0MY7Mb3KeL/xRTVn3v8xT3y8Aa6+mqYrr+GMz9/mgPdetXaZLrvNkukEVEhz6FD4+c+hqYm2QIhZ36kuN9EnNgdszjc2pxHtMAt9pk1TLWMrVsBFF7Htw8VqQIfTw7oale+lslIVd738sqUCtzScwdhJV/FynYOa0oExbWIm6S5H+wldeXlw8cWW8MVX1U04bMLqazU9IafdZoVG9yXnV5aXxldbd1jtQAArtzRZU4HmLd7A6f/4iLU1LbT6QqS77VZ+tE+Wm0Vr6jjt7x/x5MdK5zwtxY13pmFQm32hiLFublYFlaWlMfUPznv/yg5XGv8aqSZ0JTPeyXLeGe5Yzzum2tzp2KnnvTecNk5NJDtmVInl9ZrHVpobG5o2c+pu595fhtJcOw+bVxRlkOGyJzUAB/TJJMvt6NDisP0VmxBWztusUalu9NLYFrAKCc3Ogl2p23U2rpictw6bJ6JXGe/HP14HRIzq99dcx/rcvoy/+WorpJ2f4aK+Jarv1umERx5RhWtNTXgDYRzhELXjJhEaOjzm+U3DZRrJpuj+2GOPVb3l8+bRb/okfrBceVcxPbF9+yrv22CDMS+5LRBKGlockJ/G+rqWhPeB8oCeX7KJo0eVWF5StCdlehz70uN66kH9qGn28foXW60NjD8UZuUWVcW+ZL0SwVi6vp5mX5AMl8OqTJ4+tI+lq7yl0YvdSAWkMqY32Gp6p7NnQ3U1vPgivP8+fPCB0iV46CGK3/g3z42aRbNbXVyTGW8zPL6rnLfHERs2N415RwnhZHucrPrtUfxsWqW1QTOPqTQ39jNmfvb2pTBrV573tCFFLPv17KSV5NkeJ5/cMJOjR7ZXeEs1bFHzumuMa1x1k/K8TYfDHPNq3088b6dd7Dea8/sbvcZ4b6htZaEhxtBsfEC9YcGpZ/+Br264HbJNxbBICNhi4kTVI+5w4A2EuGPaXJY/9iLu/FjVn+o4z7tdi81118Fdd/HGXY8wr+pIANbHVea+vHwz76zcBkQ8eUjunZQXZLDerNZu9nHPO99ak4NeXLaJCx9fwg5fkLlTyhN6WabR3hfP+/AhRQwqzOChBevY1uS1PKpb//MVr3++1apmX76xgVZ/iAy3g+w0JxkuO+PKY9XC0pz2pD27qYJpaFv8UREec835+WqIjpTwwAOsOXAc90yJTPqKN84m5jlNnvNWt9uiJm3FFKx1oIqdxziHWR4HTruwxm6WxHnepife0Lr3o3PdTttOxUyEEEk3PPHHm+qIGM87EjZvaA1QlOXG7bBFwubdbBnMc5ab7uoV52Zv6LnqF3vI+19/b1VamsVVvmCI7Zl5bD/3SIYbH5CCTFdM25OFMf3Ju0ZtADxOuxXeTXOqMYuRsHlsCMrC4YCrr2bhy1+QuWMzGS5HjOfd0Ornl//6jAyXg4VDZrAt2ngnuQCVF2bwwrLNtPlD/Hv5Fv70zjfMPrCYYX2zuPU/q/AFQpxQVcpBA/KsCvCMBJ73vuT8bDbBaeP68/s3VlHXksbofjm4HXYWr63lmuc/s/KfyzbW47TbyHQ7OGJYHwbkpzOpsoBDyvPYvsPHutrWlM93QyQP3epvr1xmEQ7D73/Pr78UNK6LFDomM94TKvKZNrSo3dzr+LA5qM+rNxC2FNagcyRosz1OXHYbx4wu4dklm7jo8MqY+689ehjf7/AyadDeT4WbObzY+j5rdo4tKudtOijLNzbgC4YpyfGQ6XbQsJ+FzXPTdL47Gb3GeC/bUE9xtpu+2R7rg+sLGGMWowxjYaabHb4g3kAooSExQ7yeqAtfSa6HNdtbrNnAST1vg7U1LVQUZpDuslttUgDPfLIRbyCMN+DnlRVbYz3vJGFzs+BmfV2LNUSkuslLpttBTbOP3554IOca2tBmH290322xYbT3tdrW9KA31rUxoaKAu06rYtGaWs64X0nYT6jI59P19ZTlpVGc5eHM8QOsv33up5O5bN4y1tW2xrQypSqmQY0u6mqH3Q5Tp7L2w3fJS3dS3xrAYRNJiwpHluXwyNzx7W43p2pFe59pTjttzhA2m7AGrnRUzjua7DQnToeNPlkeXrt8arv7Bxdn8eql7W/fE8wCOc2uUTlviZTSclDM1NyYAXlkehzWRqj7C9bU51YXqyUn9a+UBss3NjCmfy6FmW7rg+sNRgyxiTk8oi7Jbt5rGHyP02blLs3Qs2lsywzjncwjWFvTQnlBBhWFGaypaSEUVl+oxz9ez4SKfAb3yeTxj9ZZlduQ3POuMMQu1tW0WC1X1Y1eq9p7TP9IWNo83oQ5732sth1ZmmPt1s3nHF+Rz4iSbBw2wdkTBxIMS9bXtrZT8op+/VQvVgN1Lm0iMts8Ga3+INVNXg4eqM7hrsK/iciMC5sDeFz2yJzyBBu6jiLb49inSnJNx2ITqpOmqS1IMCytc+Oy2xhekhVzXeh+4x0Jm2sS0yu+WXUtftbVtjKmf54y3i1xnndUPtks6koYOgergtrjjBT7qBnFNrY2erEJ1eM6tDiLV1dsbSdHWN/iZ1N9G8NKsjj0gCIaWgO8t+p7Nta1sam+jRPGlHLc6FJWbGqMUapKmvMuVCH6tTWtEc+70cuyDQ24HTaGlUSkV9MS5LyPGF7MFTMHW9Kde0uay85w47VMQyyE4NaTR/Lbk0YyfWiRVX0cParSxNwA9QbjLYSw9M13xpdGwd+UA1RYeW+M90ljy/jN8SNiNkxpUSmfjq42j2bulAquO2b4rh+o6RLKctNYW9NCjXH9G2ZMBhxRmo3bYY8x3jpsvv/TK4z3CssLzbVy2lLKiOcdFZI25T7ND3g83gRh82yP0/rgl+am4XbY+fGUclZubbL6m02Wb4ocy+wDiynJ8fDIwrUs21hv3T52gDKkO7xB6yKbLGye5XFSmOni22072FyvwvbK865nVFlOTCVuumU8I1/SbI+TK2YO6RApRnMDEF25PnZAHmeNH0CWx8lp49QgjlZ/e4/T9NZ7Q84boiaLGTT7glahocmyDeozMXO4ahFMlu/eGf3z09tp0kfnutMSfCY6iqr+uZw4pqzDn1ezd4wdkMvyjQ1qAiAw0miPM6830Rr0+0u1eU+XRu5MeoXxXrahHpuA0f1yKMh0W6GjRJ53YfSIywRYYXOHUnbK8jgoynJbYUhTWeqkMWXkpjt5ZOG6mL9fvqEBIWB0v1ycdhvnThrIgu9qeXbJRtKcdoYWZ1EV5QWP6qcq2ncWfhxUmMn8b7ZblaQb6lr5YktTO286O82plNQyO+cLMW6g0jA3VbbiOXfSQICErR9m7j3V1dVM0t12q9q8odXP5Nvf5b75q2Mes3xjA/3y0uifn06a075XnncictNd1kXRFBQq2Et1PU3PYUz/XBpaA3xqbAoPGqDSMeb31uyntom9i/J0JB6nHZfdFiOzq4mlVxSsHV9VysCCDDLcDstw1bT4Il50As87Wb7aLFgzjcyzF06iNCeNt432LnPgQprLzpmHDOD+D1azqb7VqkBftrGBocWR/NJZhwzgnne+ZcF3tYyvyMdht5GTZqOyKIPV21sYOyCXxWvrdmq8jxnVl9+8ooakFGW5WbK+jkBIMnZAbBtWptvBCz+bzOA+CaaYdQDHV5VSmpvG4OLEz19ZlMm/L5kSI51pUtKLct6gWrjMPu95izfS5A3y8IK1nD+1woqyLNvQwLhydWEtyHR12AX1lhMPtCSABxZk8PxPJ7X7rGhSD/Mcv/uV6jqZOqSQZy6YyCHGZ+znRw5lUmUBJTlp3b6J9jjt/OuiyVT2aX+t0Ch6hec9uDiLUw5Wyk+mh7FoTR2rqpVeebTnne6y43HaWF/bwsLVNdbtn66v4+nFG/jUEBwxDf7wkmxy0iNh8/Iow3TupIEIIbjtta+Y/812pJSsMArnTPIyXJw8VoUWx0bdbhaambft7MJ96rj+1utPqMi3RoSOGdA+jz26X26nfTHtNsH4ivazpuNfP5FgRlGmG5voPZ53httOiy9EMBTm8Y/WUZztpqZZdRkAbGvysrXRa31WCjLdexU2T0RprvLmTcaV53d7jlPT+RzQJ5MMl926huWnu5gwqMDqYCjO9jDnoH5MqizozsO0GNUvx4poatrTK4x3NKZnfd2Ln/P0JxuB2HyyEIKCDDfzFm/kB/9cxNfVO2ho9XP2A4v41Quf8/bKbZTktNcBN/WqKwojF8Wy3DSOG13Ca59X86OHFvPMJxtpbAtY3pTJeYdW4HLYmDo4Irc6bWgRWR4Hh5TnU5DhYkBB8h1optvBDycNZEB+OsONIpSiLDelPUiv2WG3MaI0O2ZUZCpjFqy9tXIbWxq93HLiSAb3yeThBWuRUlre0SFGC96Ikqyk6QiNZnew2wSTKlXx46DCjIQzzjU9h163rSlIkO+N9zqivdxHFq6lvCADbyDMvJ9MpLww3VIQi8aspI43Pn88fQyXTD+AY//3/7jhpS/I9jg4ZlSsFOOQ4iw+u2l2TLHWcaNLOGpkX5x2G4uvn8muHKOfzx7KlbOG8OpnWwDlsfc0ZaKXLz50l+tMFdLdDlr9IR5esJb++WnMHF5MTbOP61/8gk/W1fPIwrWMKMlmVJmqebj1pFH0sNOp2Q+575yDqGn26TGbKUCv23rl70bfoNmiNb48nxeWbub+D9YwcVC+lQ9KFMpJdzmw20RMOBLUxmBwcRYnVpUSDEvOHD8g4d/HV1kLIawKcLtN7NIQq/GgNktsJVHIfH9nd9aZKmS47Gysa+WTdfX8aFI5dpvg5LFlZHscXPnMcr7Z1szcKeXW+2HrRe+NpvNw2m37RU5bs+90qecthHgQGAH8R0r5u658bROH3cacg8qYNrQPvkCIpUblZTR3njKaFZsaOH/qIC564lMCoTCXHzFkp887Y1gf0l3JhyT8dFolG+pamTulvCOWkZSRZTlMOaCAo0eWdOrraPaNQwcXsmhtHXnpTk4/RLXQpbscXDVrCI8sXMfEQfkcX1XazUep0Wj2V0S8iEinvZAQc4ATpJQ/FkI8BNwupfw22ePHjRsnlyxZ0iXHptFoNBpNdyOE+FRKOW53HtuVYfNpwLPGz28Bh3bha2s0Go1GkzJ0pfHOADYbP9cBxfEPEEJcIIRYIoRYsn379i48NI1Go9Foeg5dabybAXOgb2ai15ZS3i+lHCelHFdUVBR/t0aj0Wg0GrrWeH9KJFReBazrwtfWaDQajSZl6Mpq85eAD4UQpcDRwMQufG2NRqPRaFKGLvO8pZRNqKK1j4HpUsrGrnptjUaj0WhSiS7t85ZS1hOpONdoNBqNRrMX9DqFNY1Go9FoejpdJtKypwghtgPrO/ApC4GaXT4qdehN69VrTV1603r1WlOX3V3vQCnlbrVa7bfGu6MRQizZXeWaVKA3rVevNXXpTevVa01dOmO9Omyu0Wg0Gk0PQxtvjUaj0Wh6GL3JeN/f3QfQxfSm9eq1pi69ab16ralLh6+31+S8NRqNRqNJFXqT563RaDQaTUqgjbdGo9FoOgUhRL4QYpYQorC7j6Wz6eq19grjLYR4UAjxkRDihu4+ls5ACOEQQmwQQvzX+DdKCHGzEOITIcS93X18HYUQolgI8aHxs1MI8YoQYoEQ4rxkt/Vk4tZbJoTYFHWOi4zbe/RnWwiRI4R4XQjxlhDiRSGEK9Gaevo6TZKsN+a7azyux39/hRB5wKvAeOB9IURRqp7bJGvt1POa8sZbCDEHsEspJwGDhBCDu/uYOoHRwDwp5TQp5TTAhZrgNh74XggxszsPriMwvhyPoubCA1wKfCqlnAKcKoTISnJbjyTBeicAt5rnWEq5PUU+22cDf5RSzgaqgTOJW1OKrNMkfr2/Iuq7K6X8XAhxMKnx/R0NXCWlvBV4E5hB6p7b+LWeRyef15Q33qhhKKae+ltExpKmEhOB44QQi4UQDwJHAP+SqhrxTWBqtx5dxxACzgCajN+nETmvHwDjktzWU4lf70TgfCHEUiHEbcZt0+jhn20p5d+klG8bvxYB59B+TdMS3NYjSbDeIFHfXSGEAzicFPj+SinnSyk/FkIchjJYR5Ki5zbBWtvo5PPaG4x3BrDZ+LkOKO7GY+ksPgFmSinHA04gjRRbs5SyKW4SXaLzKI0j3AAAA7JJREFUmjLnOsF6X0dd6A4BJgkhRpNC6xVCTALygI2k8Hk1iVrv28R+d48hhdYrhBCoTWg9IEnhcxu31mV08nntDca7GWXMADJJzTV/JqXcavy8hN6x5kRrTOV1L5RS7pBShlAXhsGkyHqFEPnA/6JCjSl/XuPWG//dTZnzCiAVFwOfAZNJ4XMbt9bSzj6vPfaN2gM+JRKKqQLWdd+hdBqPCyGqhBB24CTUDi/V15zovKbyuX5TCFEihEgHZgNfkALrFUK4gOeAa6WU60nx85pgvfHf3RWkyHqFEL8UQvzQ+DUXuIMUPbcJ1vr3zj6vKS/SIoTIBj4E3gWOBibGhSN7PEKIkcBTgAD+DdyIWvMS4CjgKCnl2u47wo5DCPFfKeU0IcRA4DXgHdSOfiLQL/42w1PtsUStdzpwH+AH7pdS/jUVPttCiIuA21AXN4CHgauIWhMq3Nqj12mSYL3vA6dgfHellNcLIWykwPfXKLp8FnCjNpvXompRUu7cJljrfcCTdOJ5TXnjDdYbOwv4QEpZ3d3H0xUIIdKAY4GlUso13X08nYEQohS1k33T/MInui2VScXPdqI1peI6d0aqfn97+7ntyPPaK4y3RqPRaDSpRG/IeWs0Go1Gk1Jo463RaDQaTQ9DG2+NRtMOIUSBEOIs42en0cOq0Wj2E3TOW6PRACCEuBzwSSn/LoRwA98Ax6OqhIuBsPHQg4Hy3lAQqNHsrzi6+wA0Gk3XIYQ4HNVW+C0wTErZN+ruIBAwelPzUS1b1VLKs+Ke47+oljWNRtNNaOOt0fQugsCLUspLjOlG5wEjjdurUN51ELhASjlFCPGmYcxNjjL+1yE7jaYb0cZbo+ldhICTDWGfPlLKh4QQ/aWUG4UQPwW8wDPAXOPxDinlEWAJxgR1+luj6X50wZpG07sIoTzvacBWQzTiFSFETpLHDxNCvCOEeAflmWs0mv0A7XlrNL2L6A27kFK2CSHuJfn41K+klDPBynVrNJr9AG28NZrehYNI2LwMQEr5TwAhxOAEjx9jeN0AVcZcYo1G083oL6JG07uwEylYuynuPjOZbTN/llIWxj+BMRkrHH+7RqPpOrTx1mh6F0uArwGklDebNwohTgMuA85HzRp2J/pjIcSTqCI23Sqm0XQjWqRFo9GY047CUkrfLh6XJaXc0UWHpdFokqCNt0aj0Wg0PQzdKqbRaDQaTQ9DG2+NRqPRaHoY2nhrNBqNRtPD0MZbo9FoNJoehjbeGo1Go9H0MP4fV/exm7AAGsgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd901acf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4))\n",
    "plt.plot(Drink_A_data.values,label='实际金额')\n",
    "plt.plot(predict_A,c='r',ls='--', label='预测金额')\n",
    "plt.legend()\n",
    "plt.title('A售货机饮料类销售额预测')\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('金额')\n",
    "plt.savefig('../图片/预测/A售货机饮料类.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测得到的A售货机2018年一月份饮料类商品的交易额为： 505.914\n"
     ]
    }
   ],
   "source": [
    "#计算预测得出的2018年一月份的交易额\n",
    "A_monthOne_drink=round(np.sum(predict_A[-31:]),3)\n",
    "print('预测得到的A售货机2018年一月份饮料类商品的交易额为：',A_monthOne_drink)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 非饮料类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>money</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-02</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            money\n",
       "2017-01-01    4.0\n",
       "2017-01-02    2.0\n",
       "2017-01-03    4.0\n",
       "2017-01-04    1.0\n",
       "2017-01-05    1.0"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m=list(map(list,zip(*list(NonDrink_A_sales.index))))  #分离元组数据\n",
    "n=[]  #存储时间\n",
    "for i in range(len(NonDrink_A_sales)):\n",
    "    n.append('2017/'+str(m[0][i])+'/'+str(m[1][i]))\n",
    "NonDrink_A_data=pd.DataFrame(np.array(NonDrink_A_sales.values,dtype=np.float),index=n,columns=['money']) #变为DataFrame格式，索引为时间\n",
    "NonDrink_A_data.index= pd.to_datetime(NonDrink_A_data.index)\n",
    "NonDrink_A_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd99c4a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制时序图\n",
    "plt.subplots(figsize = (8,4))\n",
    "plt.plot(NonDrink_A_data.values)\n",
    "plt.title('非饮料类')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "饮料类：\n",
      " (-4.807815242434597, 5.254434214157862e-05, 2, 293, {'1%': -3.452867117291862, '5%': -2.8714554160827745, '10%': -2.5720532321867466}, 1975.9760655487767)\n"
     ]
    }
   ],
   "source": [
    "#平稳性检测\n",
    "print('饮料类：\\n',adfuller(NonDrink_A_data.iloc[:,-1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "adf值小于1%的临界值，p值小于0.05，因此可认为是平稳序列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "序列的白噪声检验结果：\n",
      " (array([119.68713177]), array([7.40679204e-28]))\n"
     ]
    }
   ],
   "source": [
    "print('序列的白噪声检验结果：\\n',acorr_ljungbox(NonDrink_A_data, lags= 1)) #返回统计量和 p 值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "P值小于0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数错误: (2, 2)\n",
      "最优模型:                                ARMA Model Results                              \n",
      "==============================================================================\n",
      "Dep. Variable:                  money   No. Observations:                  296\n",
      "Model:                     ARMA(1, 1)   Log Likelihood               -1050.179\n",
      "Method:                       css-mle   S.D. of innovations              8.397\n",
      "Date:                Thu, 29 Aug 2019   AIC                           2108.359\n",
      "Time:                        13:24:23   BIC                           2123.120\n",
      "Sample:                    01-01-2017   HQIC                          2114.269\n",
      "                         - 12-31-2017                                         \n",
      "===============================================================================\n",
      "                  coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-------------------------------------------------------------------------------\n",
      "const          13.0610      1.999      6.534      0.000       9.143      16.979\n",
      "ar.L1.money     0.8551      0.045     19.150      0.000       0.768       0.943\n",
      "ma.L1.money    -0.3971      0.081     -4.889      0.000      -0.556      -0.238\n",
      "                                    Roots                                    \n",
      "=============================================================================\n",
      "                 Real           Imaginary           Modulus         Frequency\n",
      "-----------------------------------------------------------------------------\n",
      "AR.1            1.1694           +0.0000j            1.1694            0.0000\n",
      "MA.1            2.5184           +0.0000j            2.5184            0.0000\n",
      "-----------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# 设置参数范围\n",
    "ps = range(0, 3)\n",
    "qs = range(0, 3)\n",
    "parameters = product(ps, qs)\n",
    "parameters_list = list(parameters)\n",
    "\n",
    "# 寻找最优ARMA模型参数，即best_aic最小\n",
    "results = []\n",
    "best_aic = float(\"inf\") # 正无穷\n",
    "for param in parameters_list:\n",
    "    try:\n",
    "        model = ARMA(NonDrink_A_data.money,order=(param[0],param[1])).fit()\n",
    "    except ValueError:\n",
    "        print('参数错误:', param)\n",
    "        continue\n",
    "    aic = model.aic\n",
    "    if aic < best_aic:\n",
    "        best_model = model\n",
    "        best_aic = aic\n",
    "        best_param = param\n",
    "    results.append([param, model.aic])\n",
    "\n",
    "# 输出最优模型\n",
    "result_table = pd.DataFrame(results)\n",
    "result_table.columns = ['parameters', 'aic']\n",
    "print('最优模型: ', best_model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd990f198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#预测\n",
    "predict_A= best_model.predict(0,len(NonDrink_A_data)+31)\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.plot(NonDrink_A_data.values,label='实际金额')\n",
    "plt.plot(predict_A,c='r',ls='--', label='预测金额')\n",
    "plt.legend()\n",
    "plt.title('A售货机非饮料类销售额预测')\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('金额')\n",
    "plt.savefig('../图片/预测/A售货机非饮料类.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测得到的A售货机2018年一月份非饮料类商品的交易额为： 364.674\n"
     ]
    }
   ],
   "source": [
    "#计算预测得出的2018年一月份的交易额\n",
    "A_monthOne_NonDrink=round(np.sum(predict_A[-31:]),3)\n",
    "print('预测得到的A售货机2018年一月份非饮料类商品的交易额为：',A_monthOne_NonDrink)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.B售货机"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "#处理B地区数据\n",
    "Drink_B_data=B_data[B_data['商品大类']=='饮料']   #饮料数据\n",
    "NonDrink_B_data=B_data[B_data['商品大类']=='非饮料']   #非饮料数据\n",
    "\n",
    "#分别计算每天的销售额\n",
    "Drink_B_sales=Drink_B_data.groupby([Drink_B_data['支付时间'].dt.month, Drink_B_data['支付时间'].dt.day])['金额'].count()\n",
    "NonDrink_B_sales=NonDrink_B_data.groupby([NonDrink_B_data['支付时间'].dt.month, NonDrink_B_data['支付时间'].dt.day])['金额'].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 饮料类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>money</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-02</th>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            money\n",
       "2017-01-01    4.0\n",
       "2017-01-02    5.0\n",
       "2017-01-03    3.0\n",
       "2017-01-04    1.0\n",
       "2017-01-05    3.0"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m=list(map(list,zip(*list(Drink_B_sales.index))))  #分离元组数据\n",
    "n=[]  #存储时间\n",
    "for i in range(len(Drink_B_sales)):\n",
    "    n.append('2017/'+str(m[0][i])+'/'+str(m[1][i]))\n",
    "Drink_B_data=pd.DataFrame(np.array(Drink_B_sales.values,dtype=np.float),index=n,columns=['money']) #变为DataFrame格式，索引为时间\n",
    "Drink_B_data.index= pd.to_datetime(Drink_B_data.index)\n",
    "Drink_B_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "饮料类：\n",
      " (-4.725691323901815, 7.528212066295592e-05, 2, 314, {'1%': -3.4513486122290717, '5%': -2.870789013306053, '10%': -2.5716978530569192}, 2504.0565714282275)\n"
     ]
    }
   ],
   "source": [
    "#平稳性检测\n",
    "print('饮料类：\\n',adfuller(Drink_B_data.iloc[:,-1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "adf值小于1%的临界值，p值小于0.05，因此可认为是平稳序列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "序列的白噪声检验结果：\n",
      " (array([164.19650608]), array([1.37035781e-37]))\n"
     ]
    }
   ],
   "source": [
    "#白噪声检验\n",
    "print('序列的白噪声检验结果：\\n',acorr_ljungbox(Drink_B_data, lags= 1)) #返回统计量和 p 值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "p值小于0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置参数范围\n",
    "ps = range(0, 3)\n",
    "qs = range(0, 3)\n",
    "parameters = product(ps, qs)\n",
    "parameters_list = list(parameters)\n",
    "\n",
    "# 寻找最优ARMA模型参数，即best_aic最小\n",
    "results = []\n",
    "best_aic = float(\"inf\") # 正无穷\n",
    "for param in parameters_list:\n",
    "    try:\n",
    "        model = ARMA(Drink_B_data.money,order=(param[0],param[1])).fit()\n",
    "    except ValueError:\n",
    "        print('参数错误:', param)\n",
    "        continue\n",
    "    aic = model.aic\n",
    "    if aic < best_aic:\n",
    "        best_model = model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd990f780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#预测\n",
    "predict_B= best_model.predict(0,len(Drink_B_data)+31)\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.plot(Drink_B_data.values,label='实际金额')\n",
    "plt.plot(predict_B,c='r',ls='--', label='预测金额')\n",
    "plt.legend()\n",
    "plt.title('B售货机饮料类销售额预测')\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('金额')\n",
    "plt.savefig('../图片/预测/B售货机饮料类.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测得到的A售货机2018年一月份饮料类商品的交易额为： 761.044\n"
     ]
    }
   ],
   "source": [
    "#计算预测得出的2018年一月份的交易额\n",
    "B_monthOne_drink=round(np.sum(predict_B[-31:]),3)\n",
    "print('预测得到的A售货机2018年一月份饮料类商品的交易额为：',B_monthOne_drink)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 非饮料类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>money</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-02</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            money\n",
       "2017-01-02    3.0\n",
       "2017-01-03    4.0\n",
       "2017-01-04    3.0\n",
       "2017-01-05    2.0\n",
       "2017-01-06    1.0"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m=list(map(list,zip(*list(NonDrink_B_sales.index))))  #分离元组数据\n",
    "n=[]  #存储时间\n",
    "for i in range(len(NonDrink_B_sales)):\n",
    "    n.append('2017/'+str(m[0][i])+'/'+str(m[1][i]))\n",
    "NonDrink_B_data=pd.DataFrame(np.array(NonDrink_B_sales.values,dtype=np.float),index=n,columns=['money']) #变为DataFrame格式，索引为时间\n",
    "NonDrink_B_data.index= pd.to_datetime(NonDrink_B_data.index)\n",
    "NonDrink_B_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "饮料类：\n",
      " (-3.591770871074784, 0.005920313957909112, 5, 294, {'1%': -3.452789844280995, '5%': -2.871421512222641, '10%': -2.5720351510944512}, 1990.147655648036)\n"
     ]
    }
   ],
   "source": [
    "#平稳性检测\n",
    "print('饮料类：\\n',adfuller(NonDrink_B_data.iloc[:,-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "序列的白噪声检验结果：\n",
      " (array([119.71300913]), array([7.31079765e-28]))\n"
     ]
    }
   ],
   "source": [
    "#白噪声检测\n",
    "print('序列的白噪声检验结果：\\n',acorr_ljungbox(NonDrink_B_data, lags= 1)) #返回统计量和 p 值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数错误: (2, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd8db7f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置参数范围\n",
    "ps = range(0, 3)\n",
    "qs = range(0, 3)\n",
    "parameters = product(ps, qs)\n",
    "parameters_list = list(parameters)\n",
    "\n",
    "# 寻找最优ARMA模型参数，即best_aic最小\n",
    "results = []\n",
    "best_aic = float(\"inf\") # 正无穷\n",
    "for param in parameters_list:\n",
    "    try:\n",
    "        model = ARMA(NonDrink_B_data.money,order=(param[0],param[1])).fit()\n",
    "    except ValueError:\n",
    "        print('参数错误:', param)\n",
    "        continue\n",
    "    aic = model.aic\n",
    "    if aic < best_aic:\n",
    "        best_model = model\n",
    "        \n",
    "#预测\n",
    "predict_B= best_model.predict(0,len(NonDrink_B_data)+31)\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.plot(NonDrink_B_data.values,label='实际金额')\n",
    "plt.plot(predict_B,c='r',ls='--', label='预测金额')\n",
    "plt.legend()\n",
    "plt.title('B售货机非饮料类销售额预测')\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('金额')\n",
    "plt.savefig('../图片/预测/B售货机非饮料类.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测得到的A售货机2018年一月份非饮料类商品的交易额为： 371.989\n"
     ]
    }
   ],
   "source": [
    "#计算预测得出的2018年一月份的交易额\n",
    "B_monthOne_NonDrink=round(np.sum(predict_B[-31:]),3)\n",
    "print('预测得到的A售货机2018年一月份非饮料类商品的交易额为：',B_monthOne_NonDrink)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. C、D、E三个地区"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 饮料类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C地区饮料类平稳性：\n",
      " (-3.578541314084007, 0.006184774953575471, 5, 318, {'1%': -3.451082300831733, '5%': -2.87067210822307, '10%': -2.5716355136268345}, 2569.4543622198435)\n",
      "C地区的白噪声检验结果：\n",
      " (array([161.03710084]), array([6.71519656e-37]))\n",
      "\n",
      "D地区饮料类平稳性：\n",
      " (-3.57363953914054, 0.006285447814411533, 7, 304, {'1%': -3.452045317832011, '5%': -2.871094805558846, '10%': -2.571860921485457}, 2212.486490141715)\n",
      "D地区的白噪声检验结果：\n",
      " (array([139.8923577]), array([2.81030004e-32]))\n",
      "\n",
      "E地区饮料类平稳性：\n",
      " (-3.39647672685067, 0.011079567730783132, 7, 317, {'1%': -3.451148243362826, '5%': -2.8707010565250752, '10%': -2.571650950153748}, 2975.915937897881)\n",
      "E地区的白噪声检验结果：\n",
      " (array([171.66238609]), array([3.20696979e-39]))\n",
      "\n"
     ]
    }
   ],
   "source": [
    "place=['C','D','E']\n",
    "\n",
    "place_data=[C_data,D_data,E_data] #将三个地区的数据组成列表\n",
    "\n",
    "all_Drink_sales=[]\n",
    "#首先检验平稳性和白噪声\n",
    "for i in range(3):\n",
    "    Drink_data=place_data[i][place_data[i]['商品大类']=='饮料']\n",
    "    #销售额\n",
    "    Drink_sales=Drink_data.groupby([Drink_data['支付时间'].dt.month, Drink_data['支付时间'].dt.day])['金额'].count()\n",
    "    all_Drink_sales.append(Drink_sales)\n",
    "        \n",
    "    #平稳性检测\n",
    "    print(place[i]+'地区饮料类平稳性：\\n',adfuller(Drink_sales.values))\n",
    "    #白噪声检验\n",
    "    print(place[i]+'地区的白噪声检验结果：\\n',acorr_ljungbox(Drink_sales.values, lags= 1)) #返回统计量和 p 值\n",
    "    print()\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**C,D两个地区的adf值均小于1%的边界值。E地区大于1%的边界值，但小于5%的边界值。且三个地区的P值均小于0.05，因此可认为是平稳序列。白噪声的检测，三个地区的随机概率均小于0.05，因此可认为是非白噪声序列**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1dddb42bdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测得到的C售货机2018年一月份饮料类商品的交易额为： 833.53\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd83a6b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测得到的D售货机2018年一月份饮料类商品的交易额为： 509.693\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd54838d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测得到的E售货机2018年一月份饮料类商品的交易额为： 1143.407\n",
      "\n"
     ]
    }
   ],
   "source": [
    "monthOne_drink=[A_monthOne_drink, B_monthOne_drink] #将五个地区饮料类预测的数据放到一个列表中\n",
    "# 设置参数范围\n",
    "ps = range(0, 3)\n",
    "qs = range(0, 3)\n",
    "parameters = product(ps, qs)\n",
    "parameters_list = list(parameters)\n",
    "\n",
    "#训练模型\n",
    "for i in range(3):\n",
    "    m=list(map(list,zip(*list(all_Drink_sales[i].index))))  #分离元组数据\n",
    "    n=[]  #存储时间\n",
    "    for j in range(len(all_Drink_sales[i])):\n",
    "        n.append('2017/'+str(m[0][j])+'/'+str(m[1][j]))\n",
    "    Drink_data=pd.DataFrame(np.array(all_Drink_sales[i].values,dtype=np.float),index=n,columns=['money']) #变为DataFrame格式，索引为时间\n",
    "    Drink_data.index= pd.to_datetime(Drink_data.index)\n",
    "\n",
    "    # 寻找最优ARMA模型参数，即best_aic最小\n",
    "    best_aic = float(\"inf\") # 正无穷\n",
    "    for param in parameters_list:\n",
    "        try:\n",
    "            model = ARMA(Drink_data.money,order=(param[0],param[1])).fit()\n",
    "        except ValueError:\n",
    "            #print('参数错误:', param)\n",
    "            continue\n",
    "        aic = model.aic\n",
    "        if aic < best_aic:\n",
    "            best_model = model\n",
    "    #预测\n",
    "    predict_place= best_model.predict(0,len(Drink_data)+31)\n",
    "    plt.figure(figsize=(8,4))\n",
    "    plt.plot(Drink_data.values,label='实际金额')\n",
    "    plt.plot(predict_place,c='r',ls='--', label='预测金额')\n",
    "    plt.legend()\n",
    "    plt.title(place[i]+'售货机饮料类销售额预测')\n",
    "    plt.xlabel('时间')\n",
    "    plt.ylabel('金额')\n",
    "    plt.savefig('../图片/预测/'+place[i]+'售货机饮料类.png')\n",
    "    plt.show()\n",
    "    #计算预测得出的2018年一月份的交易额\n",
    "    place_monthOne_drink=round(np.sum(predict_place[-31:]),3)\n",
    "    monthOne_drink.append(place_monthOne_drink)\n",
    "    print('预测得到的'+place[i]+'售货机2018年一月份饮料类商品的交易额为：',place_monthOne_drink)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 非饮料类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd9012978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测得到的C售货机2018年一月份非饮料类商品的交易额为： 386.571\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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2Bae5/G30XL5bU91aTQJg/67F3DbkgK0eV1tby5133snw4cMZMmQI5513Hvvss0+j48477zzGjRvHJ598Qk5ODieddBLvvPMOPp+P/Px8IpEIb7zxBt26dQPgueeeA+Cyyy5Lus7nn3/OL37xC9544w169+7Nueeey6RJk9hvv/34+OOP6d69+w9+76mIcAuCIAgersVt74QW9+jRoxkxYgQFBQU8/PDDPPLII0yePNkT29raWu6++24AzjrrLK655hpWr17NbrvtBsD777/PJ598wlNPPUUoFKKiooLhw4cTCoVYu3YtAC+99BKRSIQbbriB008/nd69e/O///2PffbZhx49enDBBRfQpUsXKisrKS0tZd26da3+PkW4BUEQBA93jvuHWNwtsYzbgiFDhjBkyBDARILfdNNNDBgwgF133ZWLL76YYDDI/Pnzqa6u5pxzzuGKK67gqaeeYvz48bz66qsMHjyYv/3tbyxevJi99tqLAw88kNNPP50zzjiDyZMnA3DGGWdw3XXXcfrppwMmmG3x4sX079+fb7/9lqFDh7J+/XqmT5/OwQcf3GwK2fYic9yCIAiCR0MruMozyerVq3nmmWfo378/RUVF/O53v2P16tX069ePt956C8uyKC4u5ssvvwSM5Z2Xl0csFsPv93P99dcnpZCdeuqpXHvttd7fDz30EMOGDfP+7tOnD3vuuScffPAB06ZNIxQKMWTIEKZPn04wGGTatGnU19e36nsUi1sQBEHw2Jld5eFwmL///e/06dOHt956iy5dugBw8803c8UVV3D//fez1157AVBYWMhll12GZVlcfPHFaK3Jz8/nl7/8pXe9Cy64gA0bNrBhwwb+/e9/A7B27Vr69u3Lv/71L/773/9y8MEH09DQwKhRo3jvvff44osvePDBB3n11Vfp3r07c+bMYdmyZey3336t9j5VW5jxrcERRxyhp0yZkulmCIIgZBWPjv2ef3w0nxsG9+GqAXu2+Lx58+a1qjjtzEQiEUKhULPHpHteSqmpWusjtnZ9cZULgiAIHjuzxb2jsDXR/qGIcAuCIAgerRGcJrQtItyCIAiCR2vkcQttiwi3IAiC4CGu8h0fEW5BEATBwyt5+iOwuKPRKLZte3/HYjFs26ampqbJc5YsWeKVSE2kNZf1/KGIcAuCIAgeXh73Tmhxjx8/npNOOokhQ4bQrVs3nn76ac466yxKS0sZOnQoQ4cO5auvvmLQoEGMHTuWc889l8suu4zzzz+f6dOnA/DMM894r112tGU9RbgFQRAEj515dbBjjz2WG264gX333ZeHH36YK6+8ktGjR3PEEUfwzjvv8N5779G/f38++OADunfvjt/v56677uLwww9n48aNnHzyyQQCgaTVwiC+rGdubi4jRoxIsrxfe+01+vTpw1dffcWTTz5JWVkZd999N08++SQ/+9nPGDNmDKecckqrvk8RbkEQBMEj7irPcEO2k/z8fL755huGDRvGpEmTOPLII+nVqxdXXnklBx10EJMmTeLbb7/1CrFceeWVVFZWEgwGG6Vx7ajLekrlNEEQBMHDdZX/4OA0Z63rJM47D66+Gurq4LTTGu+/7DLzb+NGOOec5H2OG7o5Xn75ZZ544gm01gwYMIDBgwdz2mmnUVhYyDHHHMOqVas44IADOPvssz3h9vv9FBcXN7rWzJkzueqqq+jSpQvz5s1jzJgx3r6ysjLuuOMOhg4dyqWXXsott9wCQK9evfjHP/7Bu+++S48ePbxlPS+88MKttn1bEOEWBEEQPHbm4LThw4dz4YUXMmTIEPbff3+6du3KkiVLWLduHZ07dwagqKiId999l0AggNaaaDTqvU5kv/32y85lPZVSuwIfaa0PVUo9DewPvK+1vrMt7ysIgiBsH+FYKwWnNWch5+c3v79z5xZZ2Kkkzk3fc889TJs2jSVLlrBy5Up69uzpifOoUaNYuHAhgUCAmpoaioqKPBF3yeZlPf8J5Cmlzgb8WutjlFLPKKX21lovauN7C4IgCNuIl8e9E1rcifj9fvLz8+nVqxfjxo0jJyeHY445Btu2eeihh3jzzTeZMWMGb7/9NkuXLuWKK67Atm0mTJjgXSPrlvVUSp0A1ALrgAHA686uMUD/trqvIAiCsP3szK5yMKlbrlgecMAB1NTUcOKJJ3LJJZdw4okn8tRTT9GvXz+Kioq49dZbuf3228nNzeWxxx5j3333Zf78+fj9fu96WbOsp1IqBNwCDAPeAQqA1c7uzcBhTZz3a+DXAD179myLpgmCIAjNsDPncUciEfr168fw4cOxLIvf/e532LbNI488Ql1dHeeffz6333475513Hhs2bOC2226je/fu3HTTTaxdu5b169dz2GGHceSRRwJZtqynUupWYJ7W+g2l1FhgJvCK1nqS4zbvo7W+u7lryLKegiAI7YvWmj1u+gCtYeghXXnggkNbfO6OuKzn6tWrveAygLq6OnJycpIs6ragrZf1bKs57kHACUqp3wKHAD2BlcAk4GBgQRvdVxAEQdhOIpaNa8tZO5/B3YhE0QaT490etPWynm0i3Frr49zXjsV9JjBeKdUVOBU4ui3uKwiCIGw/rpscti84TWuNUqo1m/Sj5Id6utu8cprWeoDWuhoToDYJGKi1rmrr+wqCIAjbRjgaXwxjW4PTcnNz2bRpU5tEUf+Y0FqzadMmcnNzt/sa7VaARWtdQTyyXBAEQdjBSLS4tzU4rXv37qxatYry8vLWbtaPjtzc3B9UmEUqpwmCIAhAfIER2HZXeTAYZPfdd2/tJglpkEVGBEEQBCCeww07ZzpYtiDCLQiCIAAprvKdtABLNiDCLQiCIABxi1upVlgdTGgzRLgFQRAEIC7c+UG/WNw7MCLcgiAIAgANzspg+TkBbHsrBwsZQ4RbEARBAOIWd0HI32Rw2ubaCHPXSCmOTCLCLQiCIADxtbjzQoEmXeVPjl/C8CcmSaGVDCLCLQiCIAAQdYQ7N+hrMjitqj5KdUOM2oiVdr/Q9ohwC4IgCADEnIntnICvSYs77KSMldeE261dQjIi3IIgCAIAUWdJsJxA01HlYae6mgh35hDhFgRBEACIecLdtKvcnQcX4c4cItyCIAgCYFzlSkHQ34yr3BPuhvZsmpCACLcgCIIAQMSyCfp9+HyKpuqvuEt/lm8RiztTiHALgiAIgHGVB30Kv2q6Vrm4yjOPCLcgCIIAQMyyCTgWtwj3josItyAIggBA1NYE/Qq/Us0Ep4mrPNOIcAuCIAiAY3H7fPibs7gljzvjiHALgiAIgJnjDviVE5zWvKt845YItqwglhFEuAVBEATAdZX78Kvm5rgtAo5FXlEXaecWCiDCLQiCIDjELNvMcW8lOG23DrmAzHNnChFuQRAEAYCoM8ftU+nzuLXWRGI2HfNDANTLQiMZQYRbEARBAEytcmNxp8/jDnurh/kBmizSIrQtItyCIAgCYEqeenncaYLTXOHOD7nCLcqdCUS4BUEQBMBY3AGfk8ed1uI2rnFPuMXkzggi3IIgCALgBqc5edzpLO5osqs83TFC2yPCLQiCIAAQcyqn+ZRCaxOMlkiqq1x0OzOIcAuCIAiA4yp3LG5oHKAWd5UH0u4X2gcRbkEQBAEw6WBuHjc0doW7FneeuMozigi3IAiCAMRrlfuUEW7bTt7vznHnea5yEe5MIMItCIIgAK6r3ORxQzqLOzmq3EoRdqF9EOEWBEEQAJPHHUywuBvPcSe7yiWPOzOIcAuCIAhAfHUwd447NU/bE27J484oItwOC9bVsKR8S6abIQiCkDGiCXnckMZVHk1xlYvFnRECmW7AjoDWmlMeGAfAsntPz3BrBEEQMkNiHjc0bXFLrfLM0mYWt1Kqk1LqJKVU57a6R2uxbFNdppsgCIKQcWKpedxNFmAxNp+4yjNDmwi3Uqoj8B5wJPCFUqpMKfW0UuprpdTNbXHPH8KXCzYA0L1jXoZbIgiCkBm01kQsm6BTqxyaLsAiwWmZpa1c5QcB12mtJzkifgLg11ofo5R6Rim1t9Z6URvde5v5cmE5AN06iHALgpCduCLtrg4GzeRxuwVYxOLOCG0i3FrrLwGUUsdhrO5OwOvO7jFAf2CHEO6oZfP1kk2A1N0VBCF7iXnC3Vwet00o4MPvN8IufWZmaMs5bgWcD1QAGljt7NoM7NrEOb9WSk1RSk0pLy9vq6YlURexaHBGkRIhKQhCthJ1qqm4edxL/jGEzr+6NOmYcMwiJ+DDMcilz8wQbSbc2vBbYBbQD3D90IVN3Vdr/YTW+git9RFlZWVt1bQkEl094vYRBCFbiVmm/3NrlfvQFI16K+mYcMwmJ+Bvcg5caB/aKjjtBqXUz50/OwD3YtzjAAcDy9rivttDLKFmnwRaCIKQrUSdCe2A34ff2Rbep0/SMeGoTU7Ah1Kuq1z6zEzQVsFpTwCvK6V+BcwB3gHGKaW6AqcCR7fRfbeZmFjcgiAISRZ3INIAQMXPLqBLwjHhmEVOsOllP4X2oa2C0yqAkxK3KaUGONtGaK2r2uK+24P7ZQUpJiAIQvbiznEHfD78Pj8P9ruAIakWt+Mqd+e4pc/MDO1W8lRrXaG1fl1rva697tkSYgn5DlJMQBCEbCVqxaPKVV4eR6+YTdnjDycdY4Q7IV1MXOUZIetLnia5yuVLKAhCluIaMUG/j2BdLXtUrMZfpJKOCUdNVLkbnCbCnRlEuJ1RZijgE4tbEISsJT7H7aNk6jTKaithXmXSMeGYTXFeMGHZz3ZvpoCsDuaNMnP8Phk9CoKQVWyujTD4gXEs21gbn+P2K4J1NWmPD8dsQn4fPkc5pM/MDCLcdtziFle5IAjZxIrNdcxfV8P8dTVeXxj0+QhuMcJtB0NJx7tR5U2tHia0DyLcSa7yDDdGEAShHXHTuWK2nWxx124BYMmfb006PhKzyfH78FsWJyz+Fks6zYwgwu26ygM+yUkUBCGrcF3dUcv2osqDfkVgSzUAq4ZfnnS8W6vc98pInnnrDg4c/Ur7NlgARLiTLG5xlQuCkE24xkrU0l4VyYDPR80pp3PPgMuonD6LqcsrvOMjTjoYsRgA+479oP0bLYhwWwlz3FK+TxCEbCKdxR3wK6IH9KVzbSUn/2oYV7881Ts+4ljcXHIJX/c6iM7LFoJlZaTt2UzWC7c7rxPyi6tcEITswp2ijlnamzYM+X3kzZvLnptWEYxFKa8Je31jxHKEOxTi1cNOwx+NwKIdYoXmrCLrhdv9QuYE/CLcgiBkFVaCxR3zLG4fXe66lROWTCFoW2jbZlNtmJhlY9makN8Po0ezz8YV3P/yBOjTp7lbCG1A1gt3NMFVLrotCEI2YSdY0vFa5Qrflnged8iKUV4TJuJ6JwM+eO89zp/2AZFQbvs3WhDhjiV8GaWYgCAI2YSXDmbpeB6334e/pto7JugKdyyegUNVFVtyChg64k8wcmT7NzzLEeFOLMAiJrcgCFlEsqs8nsftq6lhxm77cP1pfyTiDyYJd8gR7trcAvpM+gxmzsxY+7MVEW7LneMWi1sQhOzCTkgHi1jxymm+6mqmdtuPt/qeSCQQpHxLmHCKcG/JLcAKBCESyVj7s5WsF25LCrAIgpClNGVxVzzzAp/sfRRHrJpLTjScNMedE/BBdTW1uQXY/gBEoxlrf7aS9cLt5i6G/CY4TXK5f7xUN0T55Lv1mW6GIOwwxOe47aQ57tgpgynbUsGbL99A96oNlNeECUcThHvWLG4990ZigaAIdwbIeuFOLMACILr942XU9NVc8cIUKmrFtScIEO/vIpb2osqD9bXkfvAeHRpMZHnIjjaOKvf5sHJyqCzdFYqKMtL2bKZJ4VZK+ZRSJzWzP0cptW/bNKv9iHqucj+AlD39EVNVbyyD+qhUehIESCx5avK4/T6FWrWKkuHncuiaBQCEYlHKtyQEpykFv/kNRy+ayoN3vwz//GfG2p+tNGdxa+B6AKXUcKXUV0qp151/twNvAJe0QxvbFMtKtrhlnvvHS23ECLZrWQhCtuMaKjHLJmrbBHwK6uoAqMotBKBTUCdFlec11MITT7DnhqUS0JshAk3t0FprpdRhSqlHgCLgceAIYBOwBJivtX5fJF6yAAAgAElEQVS1fZrZdkRTXOXyRfzxUhc2CyO4HZAgZDt20iIjmqDfB/X1AFTnGOHuXhDgi4YY1Q3GY5VbZ1zodXmFnP303TD/ALjttgy0PnvZ2hz3LOA+YClQBnwELAYOBq5QSu3Wts1reyxnlOl3F4YX3d4piFo2Zz48gQmLNvL8V8s47O+fbDWw0LW4wyLcwjbwl7dm8fDnP8563FbSIiM2AX/c4p7dZS+uHHoj1v4HArC6wgh6Xp1Zq7sur5Dei2bBlCkZaHl209wcdxCYrLVeCnwA9AQGAT8BVgK/AV5TSjVpte8MePM6RrfFVb6TUFUfZdaqKuauqeL20XPZXBuhsq756Na6iLG4xVUubAvfLtvMt8sqtn7gTohtJwq3Y3E7wr22uDMf7ftTinp1BWBjbRiAnASLO+aXPO5M0KRwa62jWusblVLrgQJgAmbOezdgPcbqnq21jrVLS9uImG2+rH6fY3GLcO8UuFZz1LLpWpIHwLJNtc2eUxs2Fre4yoVtIWZptjT8OFOevHQw26zHHfQp6N+f2Kefsa6wlOOWTKVXQyUAlbXmGQQjYcjNpT6vgJjkcWeE5izu3ZRSFwJztdafASOAT4GJwBnA34Fv2qWVbUjMsvH7lCfcElW+cxCOxkW4awez0MHyTXXNnhO3uOUzFlpO1LLZEt6p7ZMmcX8KkZjJ4w74fdC5M76BAymI1PPCG7ex79xvAaiocyzrk06G+noW9doPS4Q7IzQ3x70XcACAUupZzDz3FqA7MBcTpPZeWzewrTEWt8LnzXFnrlP/6vuNrNzcvPhkG7XhGO/PWttou2txRyzNrsVGuFtscVuSDia0nKilqWloPeFeUr6Fhz9fxItfL8u4h8+NC4nZOj7H/d13+F59Be30iSU+81tzhdsN5PX5fGwo6wY9e2ag5dlNc67y8Vrrv2Jc4187m98AcoD+wAzg3jZvYRvjznF7wp1BL+rVL0/jqfFLMteAHZAP56zjtyOnsbqyPmm7J9wJbu+WWtyRmFjcQsuJWjZbWlG4H/9yCf8cs5BbRs1lycYtrXbd7cGyk4PTQn6zZCcXXYTyGXko9ptjKpwYkrzRo+CSSwhqi2cvuwlefjkzjc9iWhJYdhuwBiPaKzFz3SGt9QKl1EFt2bj2IGZrAj4ffmcIkylXecyyqayLSnGQFNznUdMQBfK87a6rPJqwjvBWLe6Ia3HLHLfQcmKWTV3UwrY1PmdK7YewuS4ezNUQzex30e3vIjGbhqhNTtAPlWYAXJdbAEC+Nr+bSqfdwelT4bXX4KjfILNOmWGrJU+11q8DNjBEaz0W6KO1XuDsfrgN29YuxGzjHopb3Jn5JlY3yPxrOtyFD1w3t0uixe1a3Vu1uJ15yqgEpwnbQNTSaA21kdaxuqsSsh8yPYi0E4LTGqIWuQEnqjw3l2goBECOZdpbWRc13snqaiguxudTDB31JFxwQcban620tFb5bUCV8/ovSqnnlFJnATt9HoCxuBOC0zIk3O5oNtM/5B0N15quS+k043PctvfMNtdGvLKmqdi2pi4qFrewbWitve9LawWoVdZHKMo1zs5MDyLdn0LUsmmI2eQG/aYAS34+VjDEHy67l8CFw/Ep01eG/GZJT0pK8CtF2fpV8O23GX0P2chWhVsp9SfgM0wBFjBifR1wGNC37ZrWPsQs23GVZzY4rdIRnEz/kHc0XA9EY4s7LsLRhDnrFWms7ouf+obnv17mLaggedw7FxMWbeTUB8dnJI0vcSDfWgFqlXVRyopygNb3sP3xtRn894vFLT4+XvJUE45a5AYdizsvD+X3M+fAo1D5+dw0/gWCVtRbi5uSEnxKEfP7Jao8AzQr3Eqpu4A8rfUI86f6OdAFkw62BGgc7ruTYdmagF+hMhxV7rrPRFSSiTkdWyOLOxp3lYctm475QQDWVzc0usa3yzYzdkG597fkce9czFtbzby11V7JzfYkUVhbQ7i11lTWRykrdIW7db+L3y7dzIyVlS0+3nWVRyzbuMqDfrj9dvjwQ/w+xQnzv4azz+ZXE1/n1AUTzZKeBQXQsyc+H8R8kg6WCZrL4y4CDgLKEzc7/340RC2dVPI0U7pZWR/x2iPEiTlh/m5gmUtiAZZozKZrBxO4Vr4lnHSc1ibNZXlC4JqUPN25cNeJzsQ0VjQhzaQ1XOUNUROT4VrcrT1tUxuJ0bANAa6Ji4w0RG1yA37o0QP69sWvFNeOvAe++gqAvTauNBb3a6/BO++IxZ1BmksHq9FaDwF6KaVucLY9j7GyJwMXNXf+zoLlFB3wosozNsdtvvwy/5qMO5CpC6fOcccLsESsuHBvqE4W7phtAotWVcTTycSrsXPhBihm4nNLnLqqaQWL3x2gx13lrfue6sKW541qCbZXq1zTEHNc5f/7H4wahc+nsAJB79h1xZ29HG4Av0+xtnM3OPTQ1nsDQotoSVT5jUAvYLOzKYRxlV8PbGi7prUPUadyWqYLsFSKqzwtXlR5cxa3ZVMQ8tMxP0j5lmRXufs8YwkDsqZc5ZOXbWbh+ppWa7vQOrgr+MUy4I1K/N60Ri63+zvfpcgUDWrp7/3D2Wt54NOFfPX9xiaPcQexDbH4b+WjOWvZXBthXVUDX8xv3F2ndZX/61/w0EP4lcIKhuDSSzn/kfGMPORUE5w2bBg8/TQ+pRg14Dz49NNG1523tprpK36c9d13BFpqMf8e2M1ZDexqrfV9WuvZJLvRd0qsHaRymhsNLcKdjNtxNrK4E+a4IzGboN9HWVEO5TXJFnc6kW7qGd/49mwe+HRhazRbaEVi3uCr/X8bkSSLu/WE27O4W1gM6Po3ZvLAp4u46/15TR5T7wxuXVd5bTjGlS9N482pK3nh62X85qWpjc5JjCoPx5w87vp6yMvjkB4d8OflQjhMfm4Iv21RpGMwahQsXYpPNb2a4n0fL+Bvo79r0XsTtp0WCbfW2gKuAsq11nMTtg9vq4a1F1Fb40+IKs90OlhLf8jZQqRJizu+RGckZhMKNCHcaUS6KYu7piHaZDqZkDliCbnGmbo3QE0rzHFXpbjKWzI1prX2ChE1V6DJzTNvSBjUghlw1DTEiMTsRkvfuoaK1uafF1Wen89jlxxOSUkBvPoqP3v/GWY/cB6nfT3aHFhSgt+nOGnCKOjbF1LKCNeGYxJL0oa0eI5aaz2rpSuBKaVKlFIfKqXGKKX+p5QKKaWeVkp9rZS6efub2/pYtlkRx+dTFIbrCKxYnpF2VIrFnRbX2moqjzvq5HEH/T7KCnMaBaelE+lIEy7XurDVqjWphdbBdZFnwlWe+HtsTVf5tkSVu3Ea0HxGRJ0n3E5VQTewM2x5op469kk1VHIDcYsb8MqZdtpSQX40TO91TknmkhKUUhTVVsGcOY0C1MIx2/vtCq1PWwWXXQT8W2t9MrAOuADwa62PAfZQSu3dRvfdZtxa5X6leOm1m+l77KGNRo/tgQSnpSfWgjzuSMwmJ8HiTrQqUju63KAvbeentaY2EmvVmtRC6+C6yDMSnGYluspbIzgtxVXegveU+H1tTrjd34gr3ImplHXOvlShTi3xnBv0exY3AHvuaa6xS1c25RXTdf0Ks90pwBL1+c3faYQ7U97LbKAltcq3Ga31Iwl/lgEXAw84f4/BLFKyqC3uva2463H7bItD1jrzm9Eo+P3t2g6Z406PG5jUVB53NGbSvYJ+H8V5ARqiZgnGolwTDZuaXtchL5T2GYdjNraOl54VdhzczzATrvLE709rpINV1kUJOd/V1Oun8uHstfx37GKev/xIb1tz7mfPVe4c4wpnbSRucaeKaWqJ59ygD6ZMgRwzsOCFFwCIlO3ChsJOdK4sh/33hy5d8K9SRH2OhDQSbisplU5oXdo0nUspdQzQEbM4yWpn82Zg1yaO/7VSaopSakp5efvEvbnrceevWBrfGGn/Sq7eHLfkcSextajy+qiFrfHmuIGkee5EC0UpKA75OP7d56EyuUhFrdMpbwnLHPeORibTwWJJFnfrzHGX5AdNdDbNW9Dfra1mzupqbzBZlBNo3lUejqdI2s4ynWZ7jDrn95Ma4NfIVR70m2U6d3W66P/7P3PcLrtSXtCR2qKOMHcuHH88ShEX7pQ+Mxy1saQvazPaTLiVUp2A/wC/wKzj7S7tVNjUfbXWT2itj9BaH1FWVpbukFYn5lROK1owN76xnYXbtnXc4paAjiS2lsftWkFmjtuk2CQJd0LHWxAK0G/RZH726oNeh+RS50Xk2uL12MHIZAEW9/uTE/C1SnBaZV2UDnlBlFIE/arZ71rYCy4zfUNRbqDZqbTERVDCMTuekRGxvIFpqhGc+kjzsODuu+P1x50T7F278O7+xzOz/2DvWL9PsbbDLnDSSY08lOGY7XnLhNanTYRbKRXCLAN6o9Z6OTAV4x4HOBhY1hb33R5iTuW0/HmZE+6acAxbQ9CvZI47BddCqGvC4nY78ySLe0t6izs/5KdjQ7X5ozZ5CdDETk/muXcsvKjyTORxO/fsVBBiS2vMcddF6eCU5w36fc0Lt7ekrWNx5waxbN1k0Ffib6QhaiUt0NOUxZ2a/pofDcNf/woTJ5oNp54KBxxA+MC+vNl3ELVlXaB/f9i0CZ9SfNXnKBgzBlIMrXDMkjnuNqStLO5fYhYh+atSaiymTOolSql/A+cB77fRfbeZmFM5LX/+XGwUC/96FxQVtWsb3DrlnQtzxNpLIeq5ytPPcbukuso31DTw4ey13vlBv6IgJ0BVJ8cFWFKSdH5i8NvW5jJnr6pi6vLNafdprXlr6irPwhF+OK3hKv947jrWVTWuY7813Ht2zA+1yFW+uTbCe7PWNLm/oi5CSZ5ZLtMId9Pi5g5Oqx1vXKGzolhTg/vE71xDzIoHdkYsL0YkNRgtVVzzYs6g1w1Oy8mBcJiCUAClbXovnm1EPRTCp1QjCz6x7S35vJZurGXcwp2+HEi70ybCrbV+VGvdUWs9wPn3PDAAmAQM1FpXNX+F9iNm2wR8irV3/IOBv36cFRf+st2F+/uNWwDo2SkfW2cul3xHJO4qTx9V7hLyKzrkGUumoi7KG1NWcfXIaV5ne9zeZfykd0cWHfATfn/zi8YdmEBi8NvWFrO447253NFEcYmVm+u5/o2ZjPluXQvendASfmhwmm1rrnppKq9OXrEd93aEuyDYouC0Vyev4Hcjp6eNQI/EbFZurqNrBzOlE/T7mvWwhRPysAEKcwLeddKRbHHbScWLalsYVZ4XTRHuyZNh8WLyc/ycNn8i/d553mwvLMSn4MgF30Dv3jB/vncNrTWRFkaVPzl+Cde+NmOrxwnJtFutca11hdb6da31DtWjWZYm4PMR6707G/M7kLdwnsljbEe+XFBObtDHMXuWAhJZnohrbblpXy6p0bWhgA+fTxEK+AjHjIWhdVyE/zx4X0acczChgJ8lZb2gQ4ek85Ms7q1YVks31jUZfV4XTS6CIfxwfmg6WMQyGQPbUxDEHTR0yAuZQMitiJFbKz/d5z91eQW1EYv+e3UGzGCzuZgWd3Dqfoc9i7uJcxK9Ug1Ry/vt1DTEvMItqdMN7vtZ9o8z+Of795ObKtwffwzjx1MQClBe2DF+olImjTYaheXLTQqZ12477b3SUdMQo6IustXnKiSz0y8S8kOJ2jYBv6LT6y/zp/Ev8tNhA2Fe02UF24JxC8s5eo/S+IhahNsj0cqqT7AoUjvh4vVr4NBD2a9iJeGo7bnSXcvHjeK9/Lm7eP+a4+Cdd5LOT7S4m3OJbgnH2Lgl3GROr5emJp9hq+EKwPZ6ouJCsj3Cbc4pyQ+iNUl1wNPhBkam+w1/ubCcgE/RzxHuYMDHHtMnQnV1+nZHky3uYke4mxqAJHqlGqKW99tJDKpLndNOfKbnzPmMHNdV7hZg2WMP6N+f/JCfDQUdk871+dLncXvPuwXpYHVhM8CWwkfbRtYLt2Wb4LRd7r2DUxZ+bTa24zJ1KzbVsWRjLcfvU+atvCOR5XES5wCTo2ZNJ5UXaSAnGqZs1hSYMYO+G5YSjtkJ84PxqHOAzpsch89zzyXdJzHdrDmXqLs8aFMdjXtfWfO79XAFYHuD09zvyvakWrr3LHGmYVILAaXiCnc4TWnSLxeWc0Tvjt4A/byJb3PVPb+FRx5pdKxpd7Jwu7UJmpzjTrK4088xp0432Frjs+Nt9R9xBJSXwwknJB1XkBOgPFW4FYTTpIO5z9vWjfPEm2qzu2qa0DKyWrjNWs1GuFU4zJaQ4x5qx6hyd7WfY/cu88RFcrnjJFpJiVZxOGry7+fdfw5fPnEF7mqDi3v2IRyzGrkZc5wDiqudoLIUKycx3SzVmn5x0nJ6/+V9Z11v4xJ0a6Sn8kNEQkiPK57bW9Aj0gILsKouyk/v/ZwZK5Pz+12RdOMnUgsBpeJmNKSK66YtYeatrea4fZzo61iMIZNGm9fh5DK9Lo1c5Y7gJwZm/veLxfzq+cmmbYkWd0JwWiKN5rhtTdCKv6fcvBzo3Blyc5OOK8oNUJuTTzQvH/74RwD8ShFRaSxup31+29qql8Odl3crRwotI6uF2/0OB/w+VEM9NTntL9xuCcSuHXIThFusNZeYrb0OK9HaCcdsinIDhP0BFnbuRY4zx7Z75Rp2mz+zkbXiPtuiqk3mAinCnWhxp+brPv7l9wDMWFnJsk3xNLJ0lrm4ylufH7qsZyQldTAdqyvrWV1Zz+INW5K2u8KzrRZ36qBuvTP3vUfnArMhEOCG6x8zrxPmhxNJzeNON5U2d00V3ywxg9HaSMwboIYTXOWJNKqcpiFkJwj3d3NMOtiG5CVAOxfm8NjFhxO78y444wwAlFJszC8xy3yWljZq9x8mvkKwqKBx8ngCbiR8pSzus01ktXC7natfgS8cZksGhDvmpSv5CPrNCmUyxx0natnxTjPFVV6YE2BLKJ/lHXcjVGc63N+/+19OfeMxT0DdVJq8MR/C889TVNW0xZ0f8hPwqUZu8CN6GRfhlwvKWb4x3smmC2JLXPxEaB1+aDpYxDu/aeF2LenUe3jBaflbt7jrIjFvMJcq3K4r2E0FA4gWFlNe2qXJ66XOcacLTquPWNSEY9RHLOoiFqUF5vomqrzx82os3JpgIF48xT97lsm4qGm8Lv3gA7uQd921nhvd71N8X9oD3n4bDj443m7HU3DkqrmocLhRlcJE4ha3uMq3hTapVb6z4H6Jcy3zpVnQuRd5F1/IkX37tlsb3I4h4FNeAJV0+nGilk1pQQ6rK+s9V6DW2ljcOQFK66s5Z/ZnrP3Dz+Gyy5i1qILjpn1KxBl8uZ1e7tlDAajYtTsNdQ3slsbiLsgJkBOwGwmyG3swblE5ecF4J5cubSxx8ROhdfihwWmRFgSnuR6X1GNc93yfl5/gq0ceZtEvml5jemNNXHxShdut1eAOALjuOq6e/D2/vfNtXr/ymLTXc79LqcFpidd2hW/jljC14RidCkN0nj+Lbq/NYvX5P290zXSu8lhBIWdffB9do7U87Fr/bnBaMzS1Hrc7eD18lRPku349dOqU9hquxS3L6W4bWW1xe663nFzWz5zPw/3OZ+mQc6F79/Zrg5NHbkogusFp2TU/+uHstazcbDoMrTWvfLvCiyCPWbqRxR21zDKHpX4nQC0WJnzKqfDssyze+yDy62vZZaVxb7viqrt2BWDuycM47ZcPw3fJHXBdJEZByM9VX73GoCfuAWDUjNVsqGnwUntmrariuzXVdC0x839pXeWuxZ1ln2Fb4gWn/UDhbq4Epxvj4C75WhuO8drkFd7n2Pve2+las5GGqsaWKMAHs9cyfWWF93dq5LfrCvaEe/x4yirWtzCP2y156ganJUePA2yoCVMXsehUkMNrI2/kJ/+4qZEBELBidHz+KYjFv7eWrckN+pnWbT8mHfjTuHWcki6ZDp9P0WPjSjMn/vbb8XY7vxfPBd9Eeq3WWua4t5PsFm6nQwgG/ehevQgHQnSYNa3R/E5bErVMrXQw6SGQXdaa1pqrXp7GsSO+AMzCCje+PZsvFpjPINFV7v7IXUukKBS3foM4+aj7GJfd7gtnAcZaCQV8KGWecY/vplORU4jVITlCtjZskR8KMHjGZxz/4Uiql6/hmldn8NbU1TRELUJ+HyV5QSKWzckHdPGunYobTSxek9bDFeztfaYtSQdLtbg/nbeeG96azcINNfgU1J5zHss7dKHGF2p0rtaaq1+exjWvxguJNBJu1+J2XeXLlrG5rCvnvP8M3Hprs+2uTinAkhic5uZnl9eEqYvEKC0IManngZTvc0B8oKM1aM0Vk/9Hz1v+DM8+651va81elatZ9o8zuPXd+2HjRlMtrQUWt18pLA1s2pSSx50SB9DEHH7EiheJEeHeNrJcuM2XJq+misJ/j+CY5TM55VfD4IMP2q0NUcsm6DMfgzvHnU2dfuIgxbY1m2uNu9F1V8dsTRlRTlnwFXrlSiDeoeWUFDHiOOMO7Hb5cDjoIKq69qSysAN7fT8bMHPcIb/Pm9PuNXUCQ777Ev2Xv8CWeCBSXSRGQY6fnuuXA1DzzWRve0PMZr+uxcy87WQW3Hkql/brbdqYZiUxmeNufVzPWFsGp6XOcbsen4raCEG/j0A4TF0wN+0cd7q86tTBd2V9hFDAZ5bN3LIFNm5k8y7d6LNktilykoZ4rXLzPStIE5zmCfeWMLVhi04FITrXVrKlpNTr3yY++gs+fPb39Kh0UiFTLO4CzPXOnPwBrFwJHTuapfS2gk+pJtLBzPXe29dZnqIJizsxCl7SwbYNEW6gqGIjhXfcxp6bnZVH2zU4LW5xZ+Mcd+KPd+6aam/k7brFY5ame+1GHn/nbjpONysWuR1Did/Gp83rwNq1kJtLTtDPn664j4eG/oHCcB33vH4XXesrTGd5yCFUdetJSbiWwH0jjKXgUBsxFrdL/eIl5v+IRUPUIjcQ/6kU5gQ4adEkfvrzs5I6wcS2ZZPXpK1xfw/bmw4WH0w1LdxutLh7jPv5VdZFjXDXbWG/8mV0f+e1NOc2FvN0c9zuqmAsW2a27dKN2lBe0gCyqXYH/YrC+XP42yePEq2LC6E7wFhf1UB91KIoN0Df9d+z++RxFC0000FaKfbctIqYK7IJbnBLQ75KsJDvuw++/z79Q0rB52siHcxp92NHn+M0Mr1wJwabVonFvU1kt3C7Ed1Omb/qTESV2zYBv2txZ59wJ/54xy7Y4M0Fum7xqG2Tb5nPJ7TOLN7gWiIHzp/Kn8a/BIB/7RooKiIn4GfeLntQGcjl1AUTOGP+eE6f84WZ0/7wQ0a98SWb8orNDRMC1OrCMUp88Q7MWrrMbI9ahKOWWafYoSg3wG+/fp1d5kxr9H4kj7v18Zb13F6L29p6Hneqxe26o6vqowT9Ct8LLwCwy/Rv0pwb/974HEO1UVR5wqpgWBYcfzybu+/OllBe2gjuWIIbGSAn4KfD/SO4dNr7DPjVOZ64usK9wokRKUj4ngY3mRoR43Y/lKrcQu448Qq+mjAbzj7bO8a2NXkktLW2Nl7udCv4FMT8zmBg40ZT1xzn96k16wtL+f67pXD66WnPr02yuEW4t4XsFm53SciY457NQAGWqKU9S9sV7kgWBTYldnoTFm+kykkLqQ3HsGwThJYbMcI94LkHgASLO2xyqs+++D50WWcoLiYn6OOARdMZNvZ1qnMKAZi592HQpw906ULI74un/SUKd8Sio9XAhh57AuBbYRakaIhYNERt4+J0yPFBr8q1zB40FAKm4/rXmAVc9dJUr8M/6pM34fPPW/FJ4T2Xfvd8xtffb9r6wT8Sop7wNv27eHbiUoY/MSntvsg2WNzuPVyxr6qPmjoPXbsypWdfilYt54R/juWD2Wvj5yYMPncrMXPDkYbklcgq6yPx+e2DD4axYynfez9qg7lpLe5Uj00o4COw0Qhx53kzYe1atNaeq3yRk3+enxvg/N89AUCg0gTLHbVyDmV1lSg0DaVlZg7bwbI1+YnCfd118MwzTT6nRPxKUR/Iwb7kErj5ZjjySAiHCcdscmNhJv/3Egpfer7RWt0u7nMrCPlZvqmO3n95n3dnNr2ymhAnu4Xb+SEHHWHIVB635yoPZN8ct+tm7FQQYnVlvecqr4vE1xPOjZpO0O9UeHKFuzhirIyVJbviq611LG4fR83/lqs/fpqSBtOZhRRw//3w/fcE/b74AC1BuGsjMehcxpsvfMQ3PQ4ksMoId33UoiFm0TFSB1dcAatXo2bMoGN9DXnl62DmTMAUZ5m9uspr28XP3g0nntjqz2vTlghrqhqYu2aHWWCvzbFaEJw2f20Nc1anfyauF6S54DTX4nZF3v0ct4RjZmD96KP0rFxLyeplLNlYm3QvV/RvOq0P/zz3YPpsWMplA/aFDz/0jqmsi1LiWtzOWvBBv4/1BR0brWUNaZat9fvw1dRQnu+4uavMd80dy8xba77LfbuVUF9iAi9DFaZmgTsF+OJrt3DCfl3gm7jXwNaa+k6dWVja02z46CP48ssmn1MiPp+iPpRL5OlnIeQMSlatIhyzvd9e5//8G8aNS3u+O03WtUMeG52Kc+/OWN2ie2c72S3cjussFHVyfnMK+Pi2h2Do0HZrg1tyFcwPuf/S6XR9a2S73T/TuBZ3r9J8ymvCVLhz3OFYXLgjySUhXVd5kdM5XD3pDTj8CDjtNHICfipC+YSsKLtuMVbpdW/dbyyJ+fMJBXzxCnlJrnKL/JwAvUsL+NNp1/KXC0ykb4dliyhbu5x9F8+Ep56CN97wOuS9Zk6C994DjGVWG441jqhtZdx53mzKe21JcFrEstMGiUHLgtO8qHLn+Sa6uoN+BX//O7tUb6RD9WYKw3VJrl1X9A/r2ZHDe3XkxMUmFiPR41JVb+a4sSzo2xduuomg38fjP70AFixo1B73veRH6hnxwQN0DtegqqtYU+yIfAdPCBUAACAASURBVFWVlwrmUloQ4sCNy7n2/UcBCFVVJO0/euUc88JxaYMR7opuu3POxSP4758fMhs7JmdcNIXPCWDTGjjwQLNxxQrCMcsTbn9NddL9EnEt7q4d4hHsfbttPQ1NyHbhdjqCymMHEl63njm77sni4081btV2ImrZnos86Pfx0uu3cPjf/9xu9880rsXdu7SAcMxmVYWxousi8VrL5YcdxTcHHWtOqK6Od2r1xnK5fOpo1NCz4IILyAn42Jxjykr6nJWQOtY6HVhREUG/jyWduvHd4rVw3nmA6aQjls3BX33M8b/6GTU5+XxbZ1zg99wynDfvv5ziesedefrpcMghfN91L6qLO4HjUq+si1IbsQjHbIKW06kHWr++kZWF6TPuYKW54DT3M0y3qEVLXOVuHrebt504AAv4fVBby5qybszpsicd6quTgqlcizs/FCDoV3StKTc7DjrIO8ab4x4zBpYuhUMPbXY9bvf+588aw3mzP+XSL19BFRezpNSpMVFV5bnJ3XTJ4/Ypw7dgPifM+JxV3fZgc5ce5GGOeeD4S4gpp7tPcONbtiaATTSvgKWHHG02NlEsJRW/D9Ca3OICOOYYeOAB2GMPwtG4xQ00HVWeRriFlpHdwu38yP25Ofg6dybmD7DbtK+TFoVvjzZ4edz+zH8c/5u+ig01DVs/sJVItLgBr1Z0bSTmddRWp1ImH3UyAEumz2PkN8788/EDefxIJ9Bm+XKIxcgN+ql2hPv9Pv2ZV9absgonL7+4mJyAD9vnJxLKBaWoqI3wrzHG4tll9TIKvv2azrWV/H7CK3SvjC8dX1LnWOelpXDCCTx41d1s6LhLgnBHiMRs4ynwB/nZIxPbZMrF9UJkSzCPG+fgvm6K5qL5W7LIiFfcJ53F7VNQW8s3h5/IGZc+yKoOXZLSl1wBKsjxo5QiAKzffV+45BLAFEmpj1p0yA/BE08Y1/hZZxHyK474fjp60CBYkzy3674fd/CZoy2YMYM7hlzD5t16QG6u99vp2cn8do7fp8xUKQPuuO6/zD7+dPJtZ5GdoJ+Ak4GRuKiJreHQKV8w794hDBv5oNm4LRa3UsaLUFwM11wDvXo5rvJ4Tf8mo8qdAU+PfB8/WTmHLtUbW7QUqJDtwu2u/DNzKoGb/0pBuI7Tb70aHn+83doQtWwCTh53yO/j9b6DzA7d/gFqteEYf3xtJm9MWdV+94zELW6ATU4ed104bnF3/n4+XSvWcu/FN/PC0igfzV1Hl+JcSs88lX8dazpHbrkFHn2UnIDPE+7ihloq84riNysu9gZHXW67Ed55h0/nrefxcUsoyg3QtaEKSkvp7o9y3YSXuXyqWb3p18P+SmFtFfh8JpUmP5+6Hr1ZX2KE27K1VyTDdfVHLbtFubDbiuclypLazu5AJWDFGPrsiCaLI0VSosHT7WvO1e5lMbjpYAnCnadjYFnYefFo60SPh+tmd9MJ7zzrWh7/VzxtzK2XX5IXNPPHQ4dCKETQ76Okvgb12WdJqYmJ7yPiRG3P3/sQAHReHg88+gFcfrkXUd5/78706VLkCbfl87MxVEDUsilyyjlf9elz8YunWNwhx0P00/dfNhtbaHG7rnKCQbjnHrjhBpg3j3DMYmmnrvzz2IvN/q1Y3CetnMEbI//C4IVfSRplC8lq4XZH8CVzZqDuvZegHcMKBts9jzvoVU5TjN7vOKZdfFWzK+q0Fe4ovz1FwQ1QcS1ul9pIzOtoe0z8jLPffISP9z+ONb5c+nQpYtJNJ1JWuYHCSEJVpqIicoI+vunZl8N+/zLnzPmUY1bMTtrv1h3v/PqLMG6cJ7gT/u8EujRUQZcu1PU9hOqcAn45ZRQAs7rsTbS0MwwYYMQbk8u9urgMVqyg2nleu1WXM+ytR9m7fDnv/v7YpOjd1iKWZXPc7m/0xMXfMnDMq96Skqm4cQ/pYgy8fOgWrFIVTWO5u+KnC/J5+8Xr+cXkUcnC7ZxbuGAOTJxITsDHsBF/gjvvBOLekbJYLVRUwD77AKZSYm3IcROnRJa77+PlQ07loGteZdG+h8Kpp3LskmneoMKd4z5z/ng+ev/vdLTDsH49NcUd+f1zd3D5ny+itrAE5s5NeSBxi9uyNYGEZT259Va46KImn1Mibuqbl8M9YgRccw3hmM33pT14uN8FRDqWNtmfuhb3nrNNsFyfytXbXWQn28hq4XZrFwciZgQaC+ZgBdpZuO2EOe6N5RyyZgFzTxrWZApFWxLxhLv9RMG1uF13n0tdxPI62lC4HssfYK/vZ1Gy6DtvTk8NH87Do++Ln+TkcYcDITbnl7DfhmUAfHzqxcaVXlrqCXe0QydYvNir0FaYGzDBRLvuSo9dSpjQ62A2FHTk1lOu5tqJI1l6xrnw2WfxW+UGefyYc2HRIq9j/s+7I7j4s5c48XsnGKdNXOXZNcftduReQKGzMlUqnsWdropZrOUWd7rgtHBBEWzYwIyTz6FH1Xr22rQiaeBUF46hFOSePQz69+ezu39G30mf8v/snXecFPX5x98zs/12rxf6Hb1LU6KgiI3YsHfFWGLU2KMm1tixRGNs0cQae4uaWMAuKipIB0HgKHccHNf37rbvlN8f35m53bs9uAMk+QU/rxcvYKfs7O7M92mf5/OwXDiN1m+VneWDJ56Aww8HRGnMNtztermtz+H1uFB0jX4NVTB7NoWxFk54+Ca46Sa7xp29YS188olwCmSZ+pK+qIaEv6lOsL1HjCDxi32ZW7oXb3yxSkz/MqEbBq5Uw92JGEwmKKblllJFiCoqiCd1CsJBerTUM2fOMnj00YzHRxIqXqeCbGZRBjZs2u787p8hsEcbbs18SB3mAqs6XbvdcAutcvEzONas5uqvXyL/x+VpSkS771p2f/00ktDwOhXys1x25gFEFGO368VjJD1e7nz9bg796NU2IYtgkJDXz1UXPSj+b7aDuZNxrv7yBcZVr+a9YQfw7zOvgn79QG4bnVo97Rh4/32kygp8LkUsQtOnwyGHUFbg46v+4ykON9GjuZbTln1EnjUO1ITf46DSGcAoKbG/L8W8n/o2t9XGd3XJo42ctoekys3v1LDSsoMHZ9yvrY2r84h7v5XfpA3DSIUVNfdatxI2bUpzAJwuBxQV4cjJpsZfQEmokV5V5SRXiEg2nNDwORUxwhLIibbSmp0HzaJlzPqtAsV5cOGFNgPbpUhEXGJgTUfDLT7H8WvnsviRM7nwWRG9x7MClGwqh0WLbGfDEzTvzQsvhL//ncdvf5YGbwBfazM9Qw3w0ENImkaP1kbibm8aaVLTDbvNEoA//7nLsxpk03DHp0wVLwwbJljlSZVLv32Nj565BJXOy0ViIp8CW8XzMqCukn6Lv4UFC7r0/nsy9mjDbUUvSiIOTieGomzXcN83+0cufGHX3VhCq9z0XE2CylF3X90xvbUbYC1Wu1N+MBRXbVJPkV+klrNcSloftzMWQXV7qPbnE2isaxOyaG4m7PXjs1jcJvnMkGQu+1bUGJs9Wfxi/kdiQUIoUAGsOUGkA0e/9yqDI/Xw/vsiGrrhBgYU+fmq/zgA+jSLReyXvz42LU0b8DjwhVpQb70NdcFCAK474jIABtVvavuAsV1L9LO+k5aYusNjLv8/wXLefGYvvyUX2h5t6ePOI+4/v/hHOPHEDttTp1Tdfsc5MGRIWsRdHKyFG2+kT10lNf58SkKNfPTMpThHj+Lg+78gHFfxuR2iTfD113ly+sVs6ju4zXCbjl3B5o12FA4i4m72+EmOGAkeT9o1WTXuA8tF9qagQQi+JHx+wl5/WjuYu8msj8+ZA7oQC2pwB/BEwwyqq4Arr8S54HsGNlYx6umHwFSBA0FO2zpwOFzb/U4Wq8b92JijxQv77AOxGK6mBvLjIZo9fsqefBgeeijj8ZG4KngBJqGuIBzk/Nt+A5Mnd/ta9jTs0YbbWhQcyTh4vSiyxHuX3Q7XX9/pMau3trJic0un23fkGixWOVUppLAMMog/NexU+W4U/LcfXqAoIAx37zwv4YRqpz8d8Ria10utv4C85vq0iDvizWK/H78T9eTSUtxOhYTDSdQhznXY2nmc/fD1cM01gKilB9wO5iT8cPHFGJEIB69fAEcfbS+000aWcMNvj+Df9z7D66MPA8DV0tw28hDRM6vKCs7bbyPr048BqPHns6JkIF41pe98F/+Oqenelj2gzm05KitKhKJdqnhIKraZKt9O+tWaUiXrZrQ+Zkya4e7RUA0zZ1LUVEuNP5+e4UbeHjEVgPX1YTYHo2S5FBg/Hk4+mX8fdgZhT5Z9P1lT5Aoe+wtMm2af16nIbMkupvrL+R1kQa3PkZsQ7GzFHOWZ9Afsc1vkNGejabijUejXD48iUe8RpMyeLaI1LfLkM/z+8Mvp/+E7aUOUdMOgasQ4UZ8+9ljxYhdZ5YppuDc0x1nbbxjsK9rJAjVbKG2uockboHjOx7bWQXuIiNshIu5jj+Wz0QeKDYFAxv1/Rhv2aMNtLQpNt98NtbUoksTGEePT+i/bI6HpGecw7/A1pGiVszlFNahl1zkHXb6WlMEKuwtiuIeIgi3D3SvXy7Qfv0FfLgQjKn5/C18+8Ay1WXkUhxqFApVZSoj4ApQ0bYURI6BnT9xmDTviFOda2Hu4eCMzZe1UZCYPKuTLNXUYjzzCc6dcSb+WWmH4S0rsfY4c3ZOGyVPZkN+77WILCux/FgXchN0+4n1L8a5eSW60hSf/eSf3TTmb2UMmiZ3OOMMms+0qpLbL7AktYVZWoSZQSMTj65Twt81UuRmZ/mvUQTBgQIftFkEyL2o6WWeeSVzTcWgqj71zN0PLxYhYR8DPsh6D2TBoL1YV9wcgOxaioiFCsRqF556DqipcDpmKXgNhuLj3LB6Fs2IDDBxov++2xvhanyM7ntJWNXQoiUAuIdNwW1kCqbQUDhMOJkOG4HE7WFpQxpyDT8RjZqOMcWN5fcw0VKerAznNk4gJJ2PAAPD7BUu8C7CqF1d88ARVOcXC8D//PFoiydhNK3l32BRUl3ubrPIslwLz58Mjj3DnWX8k4vND//5dev89GT8bbsDpUMDtFoPhl83fpuRfXBWG29hFtUtVM+xUOVu2oFtPw38i4k6pce+qz7c9iHGa6RF3rxwPf3tnJqW3i8yH3qs32pBh1PrzKYi2kO9AGMTHHmNLST8UDFi1CgzDNtwNvly+2utAntn7mA7veeDQIjYHo6yrC9EaS9K7qRrKyjoYWa9TocGX3fZCquH2i9Rm88ChZJf/yIDGzeyzeSUOXeOv+53C8JtmwUsvQWHhrvqqgHQRkT2hzm05Kr1aavHFInYU2x5xdfsRt4Zsy42mwiJIFkbMjEpTE/GkRmlTNUetnssxbzwGgCM7wKtjD2fVcWdw6jKRZenfuJnNwSiDm6rg3HNh2TJcisyrR5wL//wnIMZy+lwK0rp1aYbbZWbaeh57ODzySMbP4zeFf8KBXPjxR1qLe1JZXAojR9rkNP2554Swy1tvwTvv4HEoLOo1jGfO/D0JjyD1KVlCt19zudPKN7puMOWfT4l7++23d4iclpQUjEQSeveGGTOY9unrtPiyeWncEahuzzb7uH1uh+At9O2Lw6nw8ZEzYP/9u3wNeyr2cMMtFsHsF5+Du+5CluDglx+F227r9JiEqqPpbeL+OwuhVW7+DK+9xtmXPyn+/R8w3HYrjKpnrBX+FAjHUyJus8Y9yBAtXhv3F1FE8QdvU/rNp7w18iBOOOtPFCVCYoE5+2y+nXAI41d8KxYjVbVr2C2eLHISEYKejmm3KUOEbOT8uSt45g9HM3HRF8Jwt4PXpRBzetj34ufEC+0iboDa0sHkbdrAsHoxx/u3373Bn97/y07pzS+ubOKb8vqM21Lr2rs64m6OJHl27obd5rR1BdYzesSPc8UL9W3fi2EYvPhdhS1+A530cas6GAYnrPgUw2R0p8KOXK3PfcstJDQdl57+/TpzhBO3z4pvGNgoyloja9fjiMcosYx+jx64HOmKaKG4Sr6si4xaasRtPvfuVSugvDztvazP4VYTVGUX88WMywExbOSNg0+D2bOJJTUkCdtZ5fjjITvbnmQXjcbJjotnSfYLbYMOEbdh4FCTgn0+Zco2s43tYdW4h9dt5ODV39r35l9OvoaZF99LxOUl6fZuM+Lu01In+CebN+OQZd49+lwxV+BnbBN7tOG2vHnvR7PhjTdQZAl1O+Q0yxO26lY7i6RutCmmyTK1xb1579RLYO+9d8n5u4O4lpqG3T3RnEiXiYh73wEFTCjNY3BE1OXq8kTquuffH6H0rZepyu3Bot7DGfnUQyKdJklMHlTImkOmi5M5nbjNKV4PHDCDHg1bKE1RP7PQO9dL71wv30edIoqDzIY7ZURiy7Qj7P5bgAK/IMhV9h6Iqjg4dNNSkrJCxOnh5BWf8PSrN2P4/SIS6iYe/aycO95flXFbqkOwq0mEL86r4LZ3V7KmputR108Nq6bv1837McWp2ByMctM7K/hg+dZtpsoT5rQqAH3I0A7bLUb55r6D+WzswTBoEAlVpyqnJG2/gWXFHCo3MezNfwAw+srX6N1cy/ePzhBZG7DLNfvN/1iwrJuaaI2pDIrWi2tPSdVbz73uy+qUVf6PZz9kyoVPCt7E4YfjUmTbqEcSGj2SYaSRI+HNN+1jPU6Zni11vH7pFCRZzP9WSorF9+l0pWlEaLqBU1OF4f7HP+yhOV2BLKczxi3ORdDhpmqYIHfGs/xtA0jaoTGcYGjNOrj6atiyBaci/TwOt4vYow239bBL8Rh4PMiShKps23AnzAdqlxluTRctSpWVcPbZ9A3W8MH0c2HcuF1y/m5dS0qacXfVuUW6TIFvvmHSey/yzxMGUlgrav1H3nwxAEo0ipTlIyse4YQVn5I/5xO7Lejmo0cwZPZbdorPij4C8TDFdZupz8pl8QnndDCgPXI81EZU1hX2pTW/yCavpcJrZgJOW/Yh6ugxQoDFhFORyc9y8d2YA/nDPf9kZHU56wr62kMgypq2IIXDO5Q5iZvSqZmQOtpyV6fK56wxHabW+Hb23H2w2sH8VufAvffa2yyuSSSFyNhZqjwQF1Gf/NijHVotrYg7x+cUYzbDYRKqTqs7i4m//Qd3vjoPwmFKh5Xx1OVC2TDmcNHqzuKQ8vnosszYxV+JUktxMS6HjByPieEhwSCtcZVYcU/RuZDSh24ZbtWXlUGARUeWhBqbNxlnxJezYN483E6Z8Su+gREjcFVvpneiVZSJUtYsd4rsr1tTobQU2cxEvXn3M/DFF/a+umGgWBF3N2GR08449U5OO32mnQGKJ3XR5gV8de1MWLKkw7GtsST1oQSlSfP5KCnBocgc/e+nROvmz9gm9mjDbXl3cjxms8o1xbFtw621jfvbFVA1Q0iefv45vPACbskgq6ba7m3cnUhN7+0uw21H3DfdJNqtqqvJ3trWTuVJxpCjEeSsLLxqnD+//yCuLVXp/bwOB2SZC5W5QJ28XNQg6305zLv8pjbyjokiv5ualjg/FvQDWYFBgzpcm5XCH7dlNf7PP+6wvcjvZmtMp0rxUT54L+487irqsgQjt8ZvykZ2o2ZoIaHpthxke6hpWZFd9xu1xJIsrBDDWOpCu0+rfnuw0q9+PUHY7bMJX9CmvGWJofRsqeMX1/6mw3eeUHVbYU/asqVDndtykn7z5ctM//4DCIVIaDplLTXstbUcxeEAn08Y5pIS+O1vOf+8+7l87isMq68gNxZi4KqFUFwMioLLIdPsNAVjmpsJxZI4c7PhyCOhVy/7fa0xvomCovSOEoThztPiHHbv77n6qxfp8eMyCAZxKbLoF1+1CqWxkeKEafhSRoN6nAphl5ekrDB54Sdw331IkiTWt3ZlEE1PSZV3E1bA/U3ZWL7rt5ftSMZV3c6idRZBVzSI36NXzOQslJTgkCWkpCq+i/+ics1/I/Zow20tglI0NeLejuG2U+W7ZtG0I+4vvoCCArb0GcgNt58rDNluRmoLTPNuSpWHE2bE3dAgsgxjxhA5fYbdblMSakSORlD8WTT4ctoO7ESIw0qVT64QKb8Wj1/MU26HooCbysYImqQQqN/aYeEE7FrhgRsW4Vq0sIMwRVHATV0oTkNS4pXLZ7JhwChq/cJwx8x2tB0x3ElNt41Sx21iQZOkXetcfVNebxvJ/6qI23xGfVqSrHgE/vUve5vl3Fjfw7VfPk/pF7PT0sYgDEkglZ0didh1fMMwbH38siZz0Ec4TDyhcfimJTz11h1cc8aktj5nSYLHHmPzoFEcs0bU3WdZXQTmuFe3Q6bJaSqiNTfTGlMZtenHtPnc0BZxN06cnFb7BsGEL0mGGDT7LQLxNllfl0MmaM6Tl1uaKYllMNwOGSSJZk+AARU/2kppiiwx8oM30nq2dQPWTToUfv97uov2qXI74lY1m3Ba9vn7cNppHY61DHdRsE60n7ndOBWZqNMljPYu1j/4X8MebbitRUFSZPD7kWX44JTfwsudz8O2jFtoF6XK7elgc+bAlCk4nQpRj+8/Q07bgYh7zpo69r7zk05Tu9t7v4TlndfWirp+eTmBhjreNIet9GhtQI5EcAT8GFLK7dqZ4TZT5Weeeherp59GizvLbrtJRVHATULVeWLfE6k64LCMgxWsGrduqT/l5KRtLwq4qW2JUx+Kk+tz4nMpbMgT7WN1WeZc4R34HZOaTjSpZRRYsV7L87l2qV75N+sayHIpeJzyT2a4l2wKMua2j2gIdf38Vo37gwNPFANj/vAHe1v7iHtdvjnycr/9uOyVxdz4thA7Sag6Db5cqv2CXFi5qY7Rt37ED1uauf29lVz/ltivMBwkKTvghRdIahrFujAezkQc7r8/7boK/W4eu+guXjvjKj4YagqGmKljt0Mh6BBdB4uffJWLX7ufI2e/AL/9bdo5LMO95sKr4IUX0rbFVZ38pDBum3Lbau0uh0yTwzTcrS0Uxcy20XYRN0CzRzDJ8Yn9HbJE75WL4DUhTmSNQK2YdDBcfjndhdxuiE5zRHSjxJO6cMaBnI3l4v3U9PVhY4NwpLJ/WAKThOPjUCQiTlOIJgP7/2e0Yc823LohUk/ffSfIaZJEdc8yGDu202N2JTnNMAw03SC3oVbM6D3wQJyKLPpV/4MCLND1NOyq6hbqQ3Fqd2Cxt2qLPocEdXVi8TnnHHpMm0KBydItCTVSu2g50nViwd5iLWKdqCtZ0fXi3sNYedufQJJwdxJxA6wr6MuSR5+zF7dUWMIwx8+4H/3GGzv0EBcF3GwORmmJqYzpk4vP7WBJr6FU9BnEt6VjCJ19brdYuhasmdCZOhesmm+eE2LRXReVNIYTFGd7KA54fjLDvaE+RHM0SVVTZpZxJlgE0pp+g5gzdF+ItEWfVsRtGW7daufr25e1Na3M3yCkQOOqTnVuMbcd+hsAvl1RRSiusrYmxJqaVvrl+3j0jHHkh5r4euB4tNNORzUk8rTOv9+7jh/NJZdMZ9lJ5/KDJQ5jtnS5HDJb3DmsKipj3EtPcML89xi65BsoLU07h2W4E1Y6OSU9LAy3+J42WSS53FxcDpk6lygLuZqbiOSKMbOpbYeW4X5p7BHiBfPeViSJpKOtHcxKm/uDjbZ6WXfQ/rEKRhLUheIkNJ1eOaL0mLAkXdsxyysawhQF3Cjz58OTopPGIctErExVyu/8Mzpizzbcqt6mWoZI/fRds6xLEXfrLqhxW2lPXyws9Iv32ksMHnBn/UcEWBJpPcJdM9zWfjuSgbAW3oBiCHLY1Km2+tK+lSt4fdLxVOT2QO7bD1dRIQ5ZYmPvQcIYtlsELUiShNsho8iSXWdzZYq4/W1GOODJLDhhRdwr+w5DNic9dXaOA4cUkeVSCLl9zJz5Cm+OPpS6Bx4Rdc1uwsp8RDLcY1YE+uGNR3DN7b/u9rk7Qyyp43bIdvr/p4CdrerGs2M9I2M3LmNYdXlaJGaN07SczFxLQGXdOhKqTkVjBF03SKgahai4VZESX7FWMMCDkQTBSJIhJX6O3qsXWcEGVElG/exzPMkYecnOjcfQHgEGFQcoCrjZmNdTvGhmZFyKTIW/kL/sf4a9vyse7XDP2iWcxkbR1fDEE/a2uKqRZ6qm2RH39dfjdihs8WRjHHIIjZ4AK35xsBh+k+JUesxy0TP7HMuSvQ9qM9yKRNLhtNvB7MlrD9ywQ/epJHVMlVsp8NICH4osETeFkNob7s3VTZTle4XYS0/x/bkcEhsL+8LZZ+9QzX1Pwh5tuFWrFevCC+GFF1Akib3nfgCXXZZxf103bFbvrkiVW9FEaOAQoWF80EEi4nZ5/6MRd8Dt6HKN29pvR2r+VqrT4/fBPfcIAplJPoq4PNxx6IWUF/TFf+9dSEuX4nMpvHDaVYKduw24HTJuh2xHHs5tRNwgRnRmgscljvM4Mk9qs84xomc2xdkeO0L3u4UjkFS1HRpYY5EELcOUCouX4dA1Bm7YdXr2cVXD41Qo8rt/sojbcgy7c69Yjsop7z3N0JoN6RG36QBYbUjPTjDFdt55h7gqyjBbW2IkNJ1TVnzMQ+89wJovF/K6JAxhMJokGEmSY2rfV43dF3cijvuwQ+gX3EpOIkrMsW0DUhRwo8sK732/wU6nW47iuC2r0VLLO+0jbpOcFvEFhPH+9lt48UUoLyee1PFIOsnsHLYGCll22wNw1FG4HTIxp4fE7A/5Yuh+NoEyFdZ971YTFNVtbhdxtxlu3Yy4HdrOscotBCNJNtYLZ6OsIAunLJHIZLg3beLpqw/njd/unyY845BllvYbKdrSevTo9vXsSdijDXfCIoa9/DIsWbJdcloq63pXkNOslKgjxbC4HBL/3m863HjjTp+/29djfr7nX7qOs/94QZeOsSLuHclA2BG3nhSKWIYBZ50FV13F81NOIx6OMqBxM9677oAlS8hyO0j2cwuS1gAAIABJREFU7Qd9+mzzvG6nkma4M0bcgdSIO7Phdikicnc7t224Dxwq6otWC4x1vn5TJsKMGdu81kywfodMvAHR95+yYO6iSXaxpIbHaUbcrXE+WVnD4sqmXXJuC4kdKDNZzq3HjJaJxcDU7bZKLRabeWt2IXGPDxob7T7ojfXhtLTzpzEvcUM2j0vSHE0K7ftwmE9ueMBW2vMl48z/1WWccdpd27w+K+vi83vtGrd1v100758ohk6TJQLUSao8qRuCbf7CC+J++ewz4qrOgn0OZdHidVTllFB70pkwcqQdpSdUnWhC47L7r+gwP9tyNK/74lmKt2y0WyEVWSLq8wtZU7NMB6Akd9BwtyOnNZsRtyJL9M4TqfKwLyCeV7PGXdsS45NbHsaTjLP6kOnQt699vOPnPu4uY4823KpmzsKORgWrXJZQ5c4Nd2qP6K5oB7Pqlf0WzRUEjfXrcSky3wzeB045ZafP310kzN7RceuWMPyH+V06xjbcO5QqF4tr77mfQW4uLFsmpiT9+c/oRUU898YtvPD6zWJnn4+pQ4vZf9D2JURFxK0wsCiLUb2zGdajo3qaJaACnRtuSZLwOhU79dgew3oEGN4zm+PGCkJaW8Qt/ta8O8ZVsBavSIaIW9NF++BTF90h5HHXr+/2+TMhltRFxB1w0xRJ8uvnF3D8X7/ZJee2YDkk3TLc5nfhScRY0nMIxtKltoFsX+OetuZb3LGIKVkq3mtdXQjDgBxVGO4Bj9zHyJp19PQ5OPXG85m28EPGLf4SJk7EJRlETXKULxEla9RwlMmTWPTjljTRklTs1SeXET2zGdajTRrXIkjGHC7eHHUIXwyYgOrxwjHp8rtWtByKa+nkrS1biKsabofMwGI/I3tlM9S8h6170XnGadz5j5sorq7o0Dpl7dPs8eNMJtLIaZ8cd75Qn5Mk+yMpqrpDhrtdwE0wkmBjQ5g+eV6cioxTkUUqf9MmmzX/76VbKJr1L37oPYTWp56D446zj3fKMkMqVoq0/4cfdvt69iRkXrH2ECQ1Aze68OC9XhQZkUpKJMTD0O7OTFVl2hXkNFsVqqFOpMkMA7dDISvYIIT3J07c6ffoDpKanh6dhkLCO98GrPpiaAcyENZ0I58167qkjT1bWuBjS3YRkyrFgAeysrj7qNFdOq+ocRsU+N28d9kBneyjkOtzEowkO02Vg0g7ejqJuAv8bmZd0Xb+LHMh9puOgJZBWKMrsIRwwhl6uZOajkOWWLXvIRzRZwIfDhvW7fNnQiyp4XEoaZmIXY0dqXFbEbcrmaAit4yRI0fhNEloVinBIt+fv8BsFWtqIt5bHGepwGUnhOH+5bvP8dnRuRRp9QxfMY+b1q1iS+7psHIlTkMj7BJtXL5knCFfzeaN/UbC0J6dXl+PHA8fXJF+j1nP0LCr3wLDQDZ08n+9HwemML9BOHpZLoX6UFxk/T79VIzA3LKFeKHO9LnvUDjvKd5/6qm0YwD0WILeDVvICdZ2yEBZGSJb7veJJ+DSS5FlKa1TwSKnyWpip1PlAbeDYNQUVSkQ5DlFltKm2QE0lFcysmYdyj13I5Wld3I4FImoFTilktN0XbRr1tUJzYahQ4WDb0m3djJ45n8ZP2nELUlSiSRJX5n/dkqS9K4kSXMlSTrvp3zfriKp6WRZesQej6gByeYirnZcXKyFZ/8Ni/n99eJh39n3B3CZiwo+H26nzJHzPoBf/CJNU3h3IK7quBSZJ696QLzQhZngzWaaMhbsPpnOYk17g+ZYwhRmbGlBFt/2S2FkZ2B9dwa3Q2nTb94GivxuJAmbxJYJPlfnEXeHfd3pEbeaQcqyK0jY5LRMNW4DvxbnlquO5aDvuy+n2hliqpkq97uZuu57fIkoI3tlb//AbmBHNBCs7IMrEaNHqAHj4UegSaTwI3EVDIPZT1/Ck/+8A7/Z72w0NZHQdPatXMYBD/4RDINAImKrieWqcU7/RLRfLek5hILqShg2DIfPa7cj+ZJRRv3lLvj737v9OdN0AyQJXVY6zepYpQkmThTjhHv1gs2biSd1hq5fIYSZUmCVY6L5hQys34QjmRDDPVJg3a9Br2m4X3kFEBH3oKXfwgknQDBo17hXnX6B4Pl0E6l93CU5HlHjbghTViCeVacik1+5Do44AhYtAmCF7uWcu95BuqBjKc6pyIRk04GwSIgPPyxKDKWlol107FhYt05s+9vfhAF3u8XaMWCA2F5tys/++99wwQVCUvXWW4Um+pNPtq2rlZVC4nXDBtGO2tIitv0/EH/5yQy3JEl5wD+ALPOly4CFhmFMBk6SJOk/PnQ1qen4dFUQIfLzkSSJzw44BlasAKVjlGUtPGcumUXppjXw/fc79f4W0c2VMNtOfD7cDplmq5dxFxDUujMwImFG3FvG/YIZFz0KY8Zs95imSJI+wa1cdPRYMdawG7AibndTgxjg4Whb3PoXZPFl//FtO3fHcDtlW0FtWygKuPG7HB2EJFLhdSqdktPaw4q4rUU66fXtsAALkFE9TdWFs5ndVMfpX78BN9/c7fNngpUqLy1fznNv3sYBGxZ3yfnpDqzP1a2I2zzmnT8+ypdl43D97kp7/G04oeFPRBlWX8Fh5fMIJCKs6z+CxFPPAHDvrIeZ9uXbjKxdz5LJh/PQ5NMBGFO9hh61m7jmyCs57+Rbya7aCIMH45BlqgOFLPrLM8zvMwpnqLVD735XkIlTEegkq2MZbvs57d3bTpUHIi0d9AWsiLs1Ox/F0NuOSX1/RRYCPVYft9n+JcsS2fXVYgpYa6vdx1057ZgOafyuILWPu0e2h40NYVpjKmUpEbcSicDs2fZvVtEQIa+sT8aZ3w5ZotVsB0u2hmiobYIrrhCZuMcfh3feERPQLEnU/faDO+8UiounnCLKjaWl4DXFb8rLxSzwv/1NDI66+mr4zW/ayh5//rMw9AMGiPfIyWk7FuDKKwXjvX9/QZodNw4OPbRt++OPd/s721X4KVPlGnAqYEkdTQWuM//9JbA38HnHw34CVFcLZa5Ro9JeTmoG0dw820NTHv+GYHY+jByZ8TRWJNTiMX2RDRt26rKsRckZTzXcClsd5s0TDO7UWMhb//0DmxojPH3OPl3aP6nq+HWVK649lfsnnMi6VpWj75rNB1ccwN+/XE8ornLDkcM4+P45vHHRfgwq9hNNaoyoNb+HV1+Fc87p8vVFzIjb2Vgv5CJTUFrgo86fx6qiMob3CMD48ZlOkRF+t6NDii4TeuR42NS07X7RHK/TTn1vD7k+p/m3iBpq9z+YkoPTRxQ+N3cDr36/idknDchIstN0A92APs01DHjqEZhwb1rJJqkZBDQRMZQ2bBYM3Dvu6NL1bQuCnKbQe9bbxBUH35buRd8Mut+vfV/JY5+vY861Uzu0A20PFkekpVvkNPE7No8cw8qvxHx2K40aSagUhdsIdNmJCPP6TaKwTymwmrVFZZQGt7KyuD8j9+nHm8pAbv7sKWqK+3DLG4t469uNSIaOt2IDHH0ETkUi6vKw8YBfsHXLEhzhHTPclsNTVuBjo9ke1dk9VBRws6YmxHPfbOTF7yr49OGHwekk/sJqssIt0D89TW9F3I3+PMqALfseSK8RI9L2kSQJj0NhbaFJhjPlfB2yRFIxWx9jMbRs8d3mVq6Dfs40OdauINXf7Z3rtQPV/kVifXQoEnWBEtHyNWsWiSOOYsLX73NKIAqnP9bhfE6HTKssrq9yUx3T7v+K996cxfC9h2du/9xnH/GnM/zud+IPiHJoKCSiao8ZGF1wARxwgHgtEhHRdjLZ9rxNmND2eiwm/qSWFNopKe5O/GSG2zCMFkjr9csCNpv/bgRK2h8jSdJvgN8A9NuVQvO33CLSJu30v0W9sM07ViSJnpvK4aF58Otf2/rXFux2KcyFZycNt+UIqEUlwlt0OnE7ZIKmwEJns4e7ivLaEEurghiG0aVFNqHpZGsxcms2c9Dqbwk/8leiyZFsqA+xemsL4bhGRUOEaFJj5ZYWis16aLG1eGbIUmwLMTPiNk49DcLp2YWyQvEdzDzoPF647CDx8HcRtx4zskvZrmumDaUxvG1W9swTRqHIXYs8jxnTm165XkqyxcJQeeSJjN4rfeFdVxdm8JxZcNU9Qub2wAPTtltR6QPvP8iETSvgqvNFTc+Equn4zPJOVXYRvbduFeMou2lE2yOe1PFKGr5/vkHdIYdzWL8slmYQgFlbE6KyMSKi3W1wAzLBjri7abglQ2evT96m3pr0ZqZRw3GN4lCjvW9upIUeWyuQH3kIGE6+z8HK4v4YkkzvxmpyYiFiDhdZWoJcn5t+wa3cN+sh9KIi5MmTRaRsGOR8/jF7bQ0iadoOGm7xHAztEaCiMYJhdK4VUOR3M7e8gQUbm1hXF0YrLRP9z+oqskItkJdulK2Ie2OfQawfdQj+O/7UwXCDSJdvzi7CkCQk8/5RZJm4ZbjjcbveffBlZ8FRh8Mzz3Trc6ayyi+Y0p9RfXJwO2SbQOqQJYL+PDj/fHjqKbb+5nKmli9gdMsGIIPhliVaZDfGRRfRNGAoWrmCtu9+0Lv7v0HHi1XEb5n6e44c2WmQBgiG/7a6Qm65ZeevawexO1nlIcDKQ/gzvbdhGH83DGNvwzD2LmpH5Ngp5ORkNIJJTWdAzUaRJlq6FFmGQet+ECmSpo6tMJbhzlPNCHmnI27x4NScchbMFbrHbqfcFtFnuIbuIJxQaY2pXRZTSWo6OeZnm7p+IYMevQ8QRLzWmEoortqkvLpQ3CambQkUsnbQXiKN1Q1YNW7HySeJhzsF/fJFavyr/uNh//07HLstDCzyM6h426Q6gF65XkZtZ1EYVBygf2HWNvex4HUpHDC4qK3NJ6kKZzGlhzWW1Bi/yeQOmHW/VFjO3N8mniBeaHcPqLpBltkaVR0oQkomdygdnwpNN0hoOoN+WAh1dRTleHng6unc8syN9n1pIdyuBas7sJ6forU/dJm/oWo6bjXBgff8gX0rhTRpZxH31Vf/jXUlAwhcdy0uNUkvI4ZbTXLbx49zxYVHcNPnT7PXFa+xsf8Ipj/yR1TFwcSqlSR/fx2ccIJw4iWJqddfyDkL3xUn3YlUec8cLwVZgkfh20ZLYXM0yeoa4bhGfvgR7rkHX7CBSF6BSNOmwOJjLCsbzfWHX4rSMzNxzuNUcGtJ4dSZjqciQ9zqS4/H7YyxrO0Yqzw1Vd4r18uMfUs5Ze++9v3vkGWRMbnhBgCMxx4jP9KcJs+aCocioyoOtEcfY/Pekylt2kLR26/9R8So/tuxOw33QsBagccAG3fbO+fkiDRHuzYvVTMoCjXAu+9Ca6uQ6FPMKCJDS5iV6ss1Jw0ZOyATmPb+5pOT2sftdiisLehL6Jnnt+0NdgEWucnSBd4eEqpOjkmUW9ZjML6mBrLiEdtot8SShOLCWDc2hgi2CiP/xeCJ3HD1491md0YSGk5FwrlmdYeHszMm9/8HWH3W2YvmiRrZnDn2tpiqM6f/BHPHjlGYxSivCQhdbbZsSduuagYJr4/1Bx/Nih6m1GZDw05dr9UtUVRjTmUzNbUPWPmNcC5SWqHaD/boDpKaTn6kmfvvOa/L2thJzcCbFEa+yWuS5UzDHY5rtuFucWdh5OVRWSDSvTmxEKtu+RPXH30Vh5SL1sa44iLhcDJq4woGfPEBm7OLiCsOPBvKgbbfLeHxEXO4Kf98niBydROW4S4KuAWPwt05j8Ji8ZfXCucr9uNquP56etZV8dqfX4K7707b39IArwvFufPDv3LALzN3nnicCnHFyfxfXW73eSuyLCaslZaC1DYpTE7uGKs81XBn4oE4FUmscX37wh//yPr+IymINuPs0SHZCmCrWKpJlXgowqSKZZRcduFOZx7/F7E7Dfc/gNskSXoIGAHM223vbHnN7W6ApKbjS5ief1YWsiSR3IbhtiKGf/76Bo6b8QCtS5bv1GVZjNlB990K06cD5mQhXw6hE062pQC7ik2NEV6dX2n/32onsmQIU2EYBs/O3ZA28CGhGWSbEfeaQlGq6N1Sy1n7lXHSZ69wxpevcfz4vrjVBDefNI6+VwomaqlPof/y+YIk0g0yXCyp4VeAESPgwQe79Vn/m2GxipuLzZphZdtvEktqfN/HTG1GO2p2W/fE1HULxAubN/Pesi2sqhaOjarr1Jb049uZj/JV2Ti0kh4QDvPCdxVsbd4x7fKY2fNcN3GySJdOmkQkYD4zl1+eVstrP9ijO0hous38tgZLbA8WGQ9gZXF/KuYvg6OOAoQT8c6ogznm7D9z8AVPMHXxZwRahCHPjoVIDh2G58D9uWmacERcWpJLvnmNIz99jWR+IYYk49ZUpAcfBMNo0w53e3Fqqrgvd4BjYv3+RX5huDsjpgEd2u9CBYLrUdTSkJFgaUXcrXWNnLr8YzybN3XYB8w6uySx5LzL7YE8igQrB4+DjRth/Hg7VS4nk90qRVmwUuUuRc7omCip7Wc33cSXow+gINqCq0dxh30Bu83P1b+MMff90Z5X0J7/8jN2g+E2DGOq+XcFcBgwFzjUMIzMcwt/CnRquA18SXOxMw13wmoHS3ZcmKyIOz50BEt6DRXCCTsBK1Xu3bTRXtzdThnJ0OGLz2Ht2m6d742FVVz31nJiyXRlqUwR9+ZglNveXcn7y6vt1xKqRjLLT8OhR7Cwt5AenbD5RwAckQgXf/sGIOYeA/R8/20wDGbdeTx/fPom+MtfuhX9RRMaPZJmmjfDw3n5IYOZPqZ7hJn/BlgGoCW3SNTWNm6EP/0JNm0ilhRRYu2T/xA8inaw6sDD6jaKF3JyuOmdFTz99QZzu1BO8zgUPhs0kaofymkoHcTN76zg30s3dzhfV2DdL4mBg+Hcc8HlYvZlt/HqeHNIRTBo77szEbeYi206K9ldazVTdQOfJpzoFk8Wsb5ldodBOKGhFBawrOcQerXUccw/n8AfEs94TixE6TuvckeZSuW+U1nz6DPcf8AMjlwtUv+6ma5d28ucwy5J9u8Wc/sYXreBgqcf3yECUllBFmP65jKhLI9DhhVz6IjMESZAkd+T9v+mPPEcjKlew8lXnQGffJK23eMUjPGqxLYzUlbGKpXD45DltD5u3Ugx3Dsxj9vdSbukQ5HbJg4mkyQ2VODSNaRODLEVcRs+L1IkTGE4iJGbu0f2aW8Pu1U5zTCMLYZhvG4Yxu7NfRxwgJATbFdbSWp6muHeXqrcqj9Omvs+h639Dv9Fv96pljBLOc0Ri9qLkduhYCBRcsLR3W6vsuqOllSm9XemiLslKralCskkNYPqsqFsfvZl5gwQLO5J5lzr+X1HinoZ0Kuljn9OPp6k10fP1no8iRjLe5sEqoqKLl9vNKnRM95xLKGF3x02hEdOH9fl8/23wBojmpAUwRx/4w0x7/jpp4knda798nly7puZsSXGuse8yRgV/YZizJiRxlNQdZ0pSz7nmAOHU9a4mVhSp8na1tS8Q+MQLcNdvGE1LF4MwMYDD2fWIDHwJbXOHk5olLTWM+mEg4VD0g0kNIMsq8x0/fVdOkbVDAKm4U7KDnIffgC+/toeCXvimq85atVXvP3CNQBUZgujUBgJMvSmqyj95jM+u3oq3tNPZWt2IVFLO9s0Htdf+3f7O7MMR8ztYVTNOvJu+P0OGe4cn5N/XTKZgUV+fjWpjNuPHdXpvu0j7mZPACMri7FbVtNz+YIOv6ckieE5daEEdb5cQr/O3H9tK6ylyOMqskR+7WaYNg2++so24stv+ROceGK3P6cVZXdW1nKkRtz33stdVxzFObe/KeYSZNrfdJwMrw8pGqUoEkwTZfoZbdgzJE/79xca2O2IJqpuoHs8oo/P70eWJBYPGi+Mz+iOKl0JVQfD4JcP3sgRq+eS/drLQqZzB2FF3Eo0lmK4RYpLy85Ji3S6AmtxjyQ0VE0nrurkRFvp9dG/O6SwrV7aVMOdUIV2u9/toNafz4RLX+TbUiGCsnfVSp7a5zhWDJ3Aptwe1MoenNEIh6wXKd2v+pnfV0paeHuIJDRKYiab/H8oHWbXSjVd1BPLRQ2Viy8mpmrkR1twr10t2ufawYpQspIxIi6PPZfbGqShaga+RAxnOIRD1+hx9qlIb/8TgON+f44oV3QTVqp81BP3i4gbob7VYnU3pEbccZUh9ZXkrftxm1P0MiGhamSZEbe0enWXyiqqprOpuB/z/vU535SOoeTu2+DTT+1s0ulfvMIJP3xm9zR/13s433y2kGU9zHntpnNkpXWjZp+w3E9oZPtzsuxnz4q4nz3z96woGYiRnW1Ldf5USJXeBWiJq6gDBjFm69q060+Fz6XQGlfZ57IXUR96OON5LWOa2hGhyBJyIgYffwybN9sRd/Vxpwpxk27CqnF3JlAkIm7zNzZbH3uHGjrtgHCav5Hu8yFHIxRHgkg/G+6M2DMMdzQKX37ZoR0soeosnjpdKPHk5CBLEHO6RYN/htRRXNXwJuPImsb6fFP0oLq6w35dhbVIK7FIWsQNoO6I4TYX93BCtXukr/3qea595hb4+mt03bCFHiySWd7SBbB6NSC+j2mfv0nZiAFkJWI0ZOVS2iQ+32+/e4NHJp3Gpef/iUkVS7n4K6HGdNYyoSn8dT9TrCUl4lY1XSg/LVkCYAs+WIglNYpiZvLlf8lwm4tlUtNFhwIIR7CoiFhSIy9iZhkeeqjDsdbgmaxElOHlS3FMFe1iQXMKm6obeE0eQrMnQM7Hs5CWrwDDIH/T+i6lFVPvAxCqaQDu1mZb8MPtyNzdEElofNdvNLqsdJiZbJ1T1w1qW2MdhqQkNYPVRWWsLDaZ0illlUxCQYLtLpzr+LCRNHsD6C43Rjhsq6/ltTZRm9Vm3Go8OQQLe7Zl0kzDZ0fTTjc1A4aiPPYoALnettqu5XCtz+vFwIYq1JNPSRfk+AngVGTys1z2CNlQXGXrG+/w+yOuEDu0E2AByEqpmfs6Uf2zyGKOdhF3ajuYroOia+QvXbBD65gledqZQFFaxG0OE5n5wMWdKk5ajpPm8aLEotx8yg3w9NPdvq49AXuG4a6uFv2ys2envazqepo8oSJLKPEYzJwJX3/d4TSiRicWq0ZfDsmcvA7OQHdgGe74+L1tXXKrXrQjhrvZTpVrNqM81zxf/JXXOO6vc3noU+HJW5H2GXdfLuqv5vXkRFqQ6+uIOt2csOJTTlouamxuLUnvljoGL/yKU5cJqc17ZtzMwNqN1I2ewLIeg9ED5nhCoDGc4IhrX0Y78ki46CJ+2NLMsJtn0XTTrbBqFSBS5VWDRgot5e1M/Pr/BFmWhNiFpsPhhwtjunw5FBURj6vkWVmGuroOx9q9/S5hgB1mRicYTsDWrWhJFW/SHKXq9qL6A+gNjRRGgniiYVtsY1u48Z3l/OrZthKPlSp3BZvSDHeNv4DwzbekZZ/CCZX8SDOa4rAdPoCalhjDbp7N0k1Bbn9vJRPv+pR97vokjcSWUHWqs4t4cH9zmpWZalc1nX3v/pQ3F1bZ+xqGwdT7P+eV+ZWUNm2lz0tPkxdpRvP5WLRqM9dd/TeOX/EZOcF66lMMd6vLR49//N2+R8nNBdqcqRa3D0kSyno5XieFKTPVLcNx2huP4FXjSGb24adGzxwPo/uIbGAophLNLbDXmUyG2xpO4lSkjCpt0HmqPJYqwGIYZCWiTDxrOrz+erev2wrmt5Uqt2vcpuHObWnstJxjORktJ57K95OPIFRY0qX7eU/EnmG4t0FOm/LeC/aEGlmWSEiykJHMMJ0moepkx8VNF3L5iBYU7VTEbaXKgw88ZEtXWqpLCX/2DkfckYRqM8qLHeLBWfWri1lW1UzLoqXwySe0xlRkXcMbbrWj3biq441HMLxeZKeDSRXLSChOLjxe9GHOfeI8nnztFsZvWc2WQCFP9JzIS1fey4obZ4IksX5VBdx+OwBfra3jhG/+hRKLwfz5VK2uhHiCvLtug5NOMq9To6V3f6GTvJ1hJv/f4LTShCtXCsbu9OnQ2EhO/da2iDuD4bYWuisveYRHDr8AORzCH48w/+Zp0LMngaY6vGY0GXe4SOTmQUMDZU1m25gV4XcCVdN5f1k15TVtgjfWJC1nS1BIzyIyPyG3j+Dv/pBmuCNxjSvmvoozGU8z3FVNEeKqzpqaVtbVCcKhq7mJln+8ZLPnk5rOgHBdW++1qYPQEE5Q0xJnxDUX2YS9+lCCTY3iuBHVaxlw+/UUhoPE+vQja80qrpn9OA++/2fze3CycMBYWnqX0uLJov+bL/KrRe+J92gXcf9l/zOJFRTBd9/xwvkTuWhqWyrcMnJbsgupDhTgmLTfNr/LXYUHTx3L/SeNQZZMh3rlKq77/FkSOXkZU+UWs7yzaBsyk9MUWSJmKpNRXo5SWYlLMx2rnWgH6zxVnhJxpzrmnfRxW45T06lnMmfydM6b84qdrfsZ6dgzDLfFYG1vuFVdKKUtXAiYg+YlRUj/ZajVJlSdgNnO0uL20dK7tNtqYanorI8b4MfLrut2i1QwksSlJglHk3bErY0YybMTpvNZi3hg93/3RTjsMEJxlcJwEIem2jXYpKbji0eQsrPxux1szi6mJNRIXUpEU+cTEcyW7CKQJPJnnAZjxgIQ0tu8+zmr67h/ygxeOOd6MeRhzqckHE5WH3qMIPxoGrGkRv/aii4NM/n/BqciCU5EaamQXTT7lvtUb+DyY65l08FHit71diRIy3Dn+pxU+US0VdLallLuubWCzWXDaJ5xLoYkE8/OQ2lqpH9jCqM8Q5uZhaVVQVpiKs7arfDII2AYIuI2DBypEbeV+ancZGeVEqpOQtMpCptqZUOG2Oe12sT6PvcEvZcvYFJdOfMe+xV9Lz4Xnn3WPv7MVZ8z88PHSBQW2SIsda3i7xFfvA8ffABAhdkJURhu4o5XhKRrzOmmab8DKN34I2Or1/L3fY7nu9se5PkVAzgkAAAgAElEQVTxR7O63zAah4/GkGQaS3pTHSigcd4iW2/fMgq9W2rpN/9LiETYq09uxoj7if1P5+ArXtxpNbquYkhJgH4FPvxuB6G4itbcTHYiwpq7H8qYqrd6uS1t/EywDHdqxO2QJaKKUxjR++9n+JFTRNsb7NQ87s4jbtmWrMXnoz5gZg86E2Axz6eFwhRsXMN5s54SUxJ/RgfsGYbb6RQ15PaGW9dxJ2K2tKkiS2JEYGlpRnZ0QtNZXVxG6/eLWdBnJB/O/NsOpZjs9zcj7h5jR9hCC1bEXTt8TLfGemq6QUssycXfvcHhY3qT+4BgbkZ+dw23HXoh+suvcNbiD9hg1uYT9Q30aq0XB7/xBrS2ktB0vLEIBAL4PQ50SULGYNqab+33WWD2IFcHCpEkOGBQoa3D7Hzv33DiiejRGEuWrkOTFV4aNQ1OP52mQC4uNcnC4b8Q84A//pgxK77llOfvgzPO2OHv8L8VLofZClNYKAYc7CVIfr3qNjF76GSqxpvRXH192nFJTRAgb3n6BkZvEDoBdmsY0Kt2Ez9MPIjWh0SNNth/MM3+XLJjKenHDJG8hTmrxbZXnr5SOBPr1hFTNSQMtr7wOpx9NtB2H/b65VS46SagbShMUbiJBUMnwptv2ueNJMSkrn0fm8k9D13KsdVLcega9XtNsI1CXNUp0GKEXF4++nSJuL/POYceZ53MUOszXifGGVidEIre1nIZc7hZd/7lXHyOuLeX9hxC+OTTafH4ee6Yi1hwjxj6UFfch6JwEMfokTZ3xDIyZy0SjkEmToXlQIfiaqcp6J8SAY+T1phKc1/BAQhUZp61bkfc2+gPtxyv1IhbliXCDredKXG0NLc5fDsxj7uzgT4OWbKDE4BZex1MwuXpICVtwXKciu+8hdtu+5V48WdyWkbsGYYbMsqeJjUDdzxq30iSJAwgpaUZI+64qmN4vbjH7kXI7RNjBXcCqqYjGTpKxUZ7go/1wLnKV3fLKWiNJTEM7DSkERR/F/jd9Mj2MOy7T7nzo7+iR0Q05t6wnl4tKQt8ZSVJVWfzyPFw8skE3E5WlgwAYFHv4fxruCBJLeol5j9/MPwAxvTJJS/L1aZZXVUFb71Fzcz7ef2h8xlhtLIxGEV/8SVWj96PGYvf54xHbgQgfu75/OUfNzB4xfxOPfD/z3Cm9rACFBVh5OUxrvIH9t+wmLUTpwoD26NH2nEJ1cCtJpiw5Cs0SWLTlMPa6p1A75pKXIaGxzQsX934J5698Daenng891xwl9jJNNwvz6tkY304Tflszpo6MAxbhey9N7/A9+6/xKCYw38ppiCRQpIMtHEt7PJLOMjWrNy06w7HhfGPZgVo8fgZ0lLNluwiXn/oVTv9ndR0crU4IZeX57+t4MFZPxB9930Kv/iYa74UYzYJBkFVqWgIM3XDQn731Uvc8MtLCO87mSZvgLA3i16VgqexrOdgckxymcsh285GdX4v/Ikovjtvs5nrVjS37yZTNMksCaT/ZiaBLan/hwy3g9ZYkkiWGJxYes+tGfezatzbjLjN309pF3HruiGcmTVrADjccsp3RIClC6ny1GE/ciJBJLdjzT51f4BYDyE8pclKmk7/z2jDnmO4n3tORBPz5kE0iq4baLqBK8VwK5IkWiT69RO165QFD0Sqb3TdBlx/fZQcLUHJ3M/EmLcd1NJNamKRBjqwynt+8gGcemqXNZ2tVrB+5iAGeWsNTi3J6BH9uHDpe3w0WPTkXvDJcwBkVawn6PG3zeytrCSh6Sw79iyYORO/x8HHg/flyltf4aMh+xFzuqj151OZJwzNgL1HMGNfMbEn21w864pFHcv58ou41QTTDhpDLKlT2xpH21rDwIYqIi4P3w7ZhzojZaH4H2KUW/A6FbtlCQBJQv31BYRcPl58/Wacm6tENN5ugElS08kya9jr8vvw4nUP0eBrM5K966qY8dc/kr+P6G+PJTX7t6/1mFyOujqiCY0b3l5O89nn2dK5hmGwqrqVnrleZpwq0s9LPvqWX95yKe8/dwWB99+1jb5lBNXsnLb512ZUXRRuIii5RBvlww/b2wxJ5rvJRyLpGlsnH8QrE48RaXDDAEPooedrUdQsPxvrwzzd6GPkBc/SXNKbw8pNIcVbboGaGjY2RDhxwzyOXfctgUsupPH9j1AVB+vrwhz+oxBRyR81lKE9xP3rUmTboG3IFfeoY+ZMOyyUJEEYvOTY66ibeljGe86Z8ltkd3Ei3K6ElSq3OAedwWKVd6XG7Ww3RMlOXQ8eTKT/QEbVlLP2sWdh8uRuX+/2UuVKaqoceHv4gXz+mz90ej4rO7Dp/Es468ZXuPavn8CwYd2+rj0Be47hnjZNLED77gsLF9riJ629S+1xn7ZE3003iVnY7RbVuKqzX+VyuOIKsh06crAJPv1U6Elr3VdRS+q6rcOc1scNRHymQe2iTq9FTLNISq7arRSEm1FCrWTnBvh8YFufpiFJZFdt5JuysRx1vki5Gm+/zYePX0B+g9BftxYuxYzAvhm2Hy8eeBpzS8fy0vMfce01J3PiBGGorZaaraZOdOH61awvG86EgUIusv6TOVz7qwM5afknVAWKOfPYmzj90r9T4ze97/9Bw53jc3aQBQ3dcofdFx/TEffZggVp+wgZXpEVibi8bKgLk1QcfDBkEiuvv5O39j4SdzKG5BWKW6Wz3ubmW2fw4qs30r9iFVx6KfTqRV1rnJLWesbMeh1+FOp30aRGQtOZoIRpcWcR9efQL1jDXFNsx3/mqXarjpX5SQTaSJLhuIZi6Dwx43peHXUoRjxuDyEJJzT6BLfSZ9USAokowUlTmTXtDAIL5omMyrx5JFUdbzxKn34lzL/xUG4/diQ6Et+PEE5lwhqAUV1NVW0zk8u/x/PLw7h++mh65nhwKhLfb2zkjoN/zfwnX+dfl+5PwOPEpci4HLI9VvWzvmN4Z/TBHcZUOhSJef1Gs/aplzNyU5wpUbY1U3p3QkTcKnFVZ59LXqBieXnG/eyI272tGreZKm/HKk9tydw84wJmD5lEy1HH2Kzv7kDaTsTtVCR7dLGq6SzoOZRNU4/o9Hwuhzhf0pDYGCi2OwJ+RkfsfrfyP4WFC+Exc5TclCmozYL5+vUf7mbEFMEslWUz4u6kBpNQdbItycZANnVOM902Y4YgBC1e3K2Uk6oZeNXMhjtsGe5gsEuGLRhJ4NBUO/3trqux0+befr1pbc3isunXsj6/N6/3C7I0XAiGQbU3F8PhQHrySQYAA86aCp+cg/+XJpkqT5Bj5o+dwg9uB6HaEPqgwWk1MZ9LwalIbMppu87ouL3txW91fh9GAS5dZUt2EbqsUBVOUl7Qh5JQ4/9kqjzX66Sh3cjQmKoxuF6UYJrdPrjrLlHDSxG/SI24Qy4v+73yOKd/8iKjrnydO48bx6ezf+SiH2Yj+bw4ZAk52MygTWsYBLw76Vh45DYA6ioaGbeljfVNKERQFQv9fXfMYN9Bk7nlrld4syrJeQv+xeT15qQyux1M7BsP5ECFMCDhhIomK5T/8nhWLNlCdOoh+Ga9B5pGJK4yseoHBm9azRMTT2BQspVin4fypGC9s2gRCa2M7878LYPHirplqXl/vNZrAsagTXx34LHc/PSNsHUrkz54l/ymOjjvPEDUn/vm+VhcGSRUVIpyWJvWucdptXeJe7I6quNPxjowsp2yTAzd7pluDyudnnptuxN+j5ONDRHiqkadPw9Hn8xyv92KuFNT5YqUFgFXnX4uf49/zxE7SMKzI+5OatyK3PZ+MVMuujMjD20Rt6rpYj78NkoBezr2mIjbuPdeoRgEYBjoplRpGnlDQpDTGhvFhKRZs9JYvwlNJycRBr8fj8dFrVXnW7BAMKO7qSSlajpJ2Ylx2mn2IACHIqPIEiGv2R7VxdGezdEkTk3locmn8/3Bx7Nuv4Ntw53TX3jTyw84gh96DKL60t8xr2wv3nrxGh54/0GCL4ta+qcD9yGSXwgul00462uO1/S7HXYt298ujShJEjleF43JtgUg/5ApdpRUHleoLRSL0OYcYaQNA1aUmD2a5oCV/yXk+lxtMqVm1BFL6lzyndB7r8rvJaKcO+9MU99LaAayoRMrG0DQG2CFKx+PmmBgYxWtwVaGVK0mu6kefD48TkVMewK+Lh3DB4P3E/drKERda5zRW1MitpoagpEkudEWfKEWNuT1YkHSy3Erv2BSRYr6n90OJp6Liukn2S1+kbhGYbiJfbb8iDsZp+mAqeL+XLCAcEKjOCTut6/LxnHoyYdy4PoF/OjMhcJCjO+/J6kZ1I0aDwcdBEBZgbj2j/vsxQUn/pHlPcT9EF24hAu/eIHKfafaA0VAzGi3FP+KU6RCvS4lLeJuCCc49MdvOnQrWPVebycGwZnS3VFW6Mu4z08Jv7st4oa236A9uhVxp61vUppWufXv1Lna3YF1WGepcqci2zVui9i4ral/VnYgqRlEElqno1B/xh5kuLciHnR1hKj3yV98AcBRl51mC5Ao1o3tcsHjj8ORR4o/JuJJjUAiCtnZ+NwOqn0pHn1urujF7oZWdFI3CObkI73yCkyZYr/udsi0ekzD3Vkvt6qmpdGDkSRRl4fnDpnBixfczMfnXkPPiFhIewwpA2B8qbjeloZmijespl+whpjDxZMV4qH6ZNAv8DXWg8dDQZYbj1OmZ45IyQY8DgKmwQ64O2YVcn1OmqMJHnz8A57Y/3T6Tz/UjpIqGsJs6CmIbp8O2c8+5/Pjj+ajVz+ySxX/S8jxOglGEsxb38CoWz+ktiVGLKkx45Tb+dvEE4joknAkZRkuucQ+LqnqrCoeQPPSH/iu314sLRLf24fPXIp7xTJee/JyiivLTcMts3T8Acw86Dx+feLNIqrp3x+uvJK61jijata1XdDWrQSjCfo3ilLKhvze5C1bxJ/ffzCNtW5FqVbEvWX8ZCEXjIi4D9iwmLOuPoNerfVsnrC/qCF/+CGRhEpxqJGQy8tBpgyuNnAQdaGEmBVgPm+DFs+1DWp+littclaVU2SZWteu4+l9jmPz9beltWSVFrQZ09Q2rjyfi4DHYRPVABYMGg+/+lXab2IZsc4ibuU/HHFnm+Q0q8bdmeHuSh93rpl9SFVZc8htozyBtrGeOxhxO2QZpyKlfe+pSJ0OZon8dBadQ5vjpOo60aTWqYP1M/Ygw12vCGNRP2ZvmDAB1ztvgWFQsGqpPUhAtmpAfj/cdx8cdpioYVcJRaeE9n/tnXmYXFWdsN9Te1dvVb0n3Um6szUhkIXsISEJYEACKkQUjSM7guInCjw6MAMygyA66Ke4IHyDw0RlUXb9ENkSEEEIYQhEzUIWEpIm3Z10p9fqWs78ce65tXRVLwndna467/PwULl9q+qeuuee3/ntMYq62yEQIN/jpMmZp4pT/Pzn8MADym82iBKJkWgsaUes8boc7K2ZBK++qnzy6bjpJrVZsIKJWjrDVLY1MV100tEdobuji+bSMXDRRUw6cRK/unQBaxaoVp35a+/nvh9eTllnC/uKyil8+ilA9TQGYONGLj65loeuWESRTz2UBT63LbhTNW5QpuGWzjCb88p44tNX2T13K4t8HDgcYktlHTHh4Mu3XMrN56jN0wfFFYSnndArliAbCPjdHO6O8O6+w3SHY+xs6qA7HOXlupO4fcUlSgOpr1dultdft7MKdCS63ijp0rqdHh97rKCrlspqOO88vC4ne2Je7pl/Hv5AEeGoRJaVQWMjB5vbOLFhO+/Uz1Ebg9JSWjvD1B1S6T+7S6sZ06LiGfYXlrF2yflq7lrzV/u4ZfNB1Uinp4fOnihjrBTCA/lBdpGngskWL6YjFKWiQ5UfvXTDEwC4JtXR1h0hvGw5YtcualoaWHnbtfCznwHKUjMhQbM9HHPAE0/wh5Vr+NHSNRx3WvLc166XQq8raVG/63Ozuf6MetxOh20V+uaVd/Zq0uPuR+NO/q6R0bhDkRhtllUhU5rVQPK4T5lazq8vW8DkinhhI4dDEE2I8o4dpcbtcTl46EuLuGB+ev+42yHsWCLd8z1TJzGIuyo6QhGk7Fs7z3Wyb8XMQJtHLUj/c8b5cMUVuN/ZxII97+IKheyqXc6E5vJcf70qUAHwiGri0BOJ8eNLvg1PPonf46IjHFNmziuvVKUtN29WQqinp1dEejrCUcnSXW+pAjEJXca8Lidt7jwltFMao9g8+qj6v2XGPHy4g4cfvIH/uPsbjH/3Df71/Dk4fF5V/MLrZcmUMltL2b5kJc9OXURrQYCN1dN4fsx0blt+cTyA7eqrCfg9zBwXiGvZPpetaRemE9x+Jbgb20JJHY/KC700tod4pn4xj3z528wdH2RieVyb8WfprloH7OkqYo3tIbuZB8RbrnL++XDnnXZwYzgaY8V7b+A7YyVTZQcxh5Pvfe2HfPkb97LHVUiH28eORafBRRfhcztoOKwEflWR2phGS5Xgju54j6jDwSMrLoCf/ATGjmXqjdewaPc7SKeTw1U1qogOKq3qiaWrk1pIam2v6sWnVb71/v2I3bu5/PXHiMycRY8/X7WLvflmOP10xMFmJje9T2NBib0BLA0qDbrp5BV0ff1aog4n7s6OpJaeWrP1OB109ESQ55zD5s27WVjqJpifnFusNe7UjlpTKgsZU6yeb639pRN62hSbSeNOpDowtDXK06Gfq+b2EEIk+6cTGUget9MhOHlyci/xTBr3kQpugJPGByn0ZdK4HUipNgh67vcljLXGrcsxZ+va8FGQM4K7xep09A9vENasoenGb/OBtXDpYDQ7OE1TXw8PPQRrVG3lnkgMp98HkyaR73XavYlt/H7VQ3vSJHjyyX6vKRyNURjpVhHsCcFeXrdD+bk2bVJFMiJ95ItbpQRnPvrfTDi4jwcvuIYDviIcUvLxzeuTTtXms93+IJefeyM33P08r9TOYkPNdO5ZsJpOTx5PvLVXpaFZFNjmcVfC694PanGeh9YuS3AXpAjuthAbg7VsO+vT4Pcn/T1bd9UBv/qtt1mlRRvbQnYzjyKfyzYdMm+eigS35mBPVFLT+iGOdS9SYv1OO+cupWPCRA52hnk/UEXl9s3Q04PP7aShVQU3jg0owR0pKYXGRv5WXM2yK+7lpclzVW/53/2OSU89zMz9Wwn/8P9SUOhnY/U0rjj3Rm5ffgmHy6tgcTzgSwu+9nxr47h/P4vuuEEVRHnwQWqC/ni72AMH+OFXV7Ju4hyuO+sall9xD5Ft220Bu7+ihtabb6XZH8AZ7oHCQvt7tGY7riQPKaHp+Zf4j+9dxnWvPtDrN9Uad1mK4E7+3S3BnUaz06lRA5lzidUMh4sCSwA2t/fgdTnsqO1UBpLHnY7U9Cxtxj4Kud0nts86Foubygfg49ad8AaywcpVckZwvzZ7Oeet+T7buhyQn0/jV75OyGrxZwtuIXoryp/5jMq3DYU47m+v88Xf/hhaW5XGHYry2Ft7eXP3wfj5dXUqsvyOO/ptWxiJSvKjyXncoLSdUCSqupbddZcy1yfwzLv7aS0qUVHJ3/wm7NrFyt/dzevTF7Nj7hI+8KmguXNefTKpsUqhz4UQsPeQiozXvuZEUv1qSRp3wutUAn43Bzt6aGzvrXF39kTpCkdtM2ZxnntQZsvRSLElQLZ+aGncbSFC1uIVzPfQFU5IH9y7F15+GbAavVjdvwrK1H0s8LoozvPQ1BFid3AM1e++CTfeiM/tpKldCe4q615GhAO2b6fxcDednjxV+rauDi69FIBJB/fiPmOlrZm+euJSelzuXguqLkDyfv0scLngN7/B2dnOfYtW4zqungmlfqVxA1RUsL+8hqnNe9gTqCJcUopr8iR7HjS2hQh3drFih2VVSqNxa6Hs+tIVAJSs6J1XXB3Mw+kQSYFpqdiCO41/2OkQuJ0iKQjtWEI/H80doYxmchhYVHk6nA6SgtNiR+nj7g9t+v72k39jf6ua074+Ctvo+3LY0rizdW34KDg2Z/AQsNsXZGPNNN5rVYIydriNcze/QHdVNdTWAioSsycas6OAbV57DaZM4bw//YoV6x4Fv598j5OOUISbHt/MHX9MSLtxueC669R7rMU4E+FYDH8kneB2qgCVj39cmcpvvdX2gQLc+exWPn3B7XDDDSAlctUqfKEuHrv0BvweFwecyszX4/ao/HULh0MFktiCO405MHVR87qcrDpxDIsnlbFwYimnT6uwC64kEshz0xWOEo7KZMGdoF3rhcnhELbZPlvNYdpUrnO5G9vipvKgP0Vw33gjrF4NHR2EIzEKw93gcBAoVdpugc9FwO+mqS3EL+avVu+xgtM0k8uVu6fxwsvh2ms52Kq04Y6eiF028sDYWv793GsREyfaAm7aWCVEU4OGtJBrKQyoyO6HH+bef/8la1co61NtaT67mzvtdpybx03j1PfeYHrDdvuz9Wbig0NdeB56gF88dpv68ATBvXhSKXMnBJlfp9LQom1qMzD+jOW9flO308H5c2o49bjM6ZHaqpTeVO7oV4tbfVIN/7JqWp/nDBX6d2s43J0xMA1UdP2CuhJmjx9cnrPT4SCa0NJVKylHYyrvixk1AaoDeTzw+vs8+zcVT9GnqVx3cLNatmarNe6jIGcEty5QohebcGcXN6z7Jfs+d6ESkMQXW73js6mtBZeLk7a+ye6J08Htxu910RWO0haKsHH3IXuyAXDRRUpLv+OOPq8pEpUUhq288F4adwx8PpV7/soramG3mkccbu9m24F29rV0QVcXXSXlXHP2tZy4+ES1oQhHufKb9/ONH/+xV+BXIM/N3oNqUU+ncacr9fjTNSex4rgKFk4s5f9dOC/tg64XHaCXxq1J1NT18Ww1h2lTuUb5uC2N2++202MAFbXd3Axnn41ob6cg0g0FBZQX6Yh+N4E8Fexm97L2+21hW19ZyIQypbEemnES8vvfp6FLfX5nTxRZVQWzZ3Pbzf/FKyevApfLnuvHj1FCNJ1p2etyqnl40UXgclHy903kWebcCaV+2kMRO1d9S0UtACu3vWYLz1KrHO77BztpW7wUgIbTzlJBnxY1QT+/u2ox4620w+988SYeOHk1zsnxrl2JfHf1DM47KXMLWG3pSDeP3U7RrxZ352dmctnSiX2eM1TYroWW7j6DuAq8Lh760iImlg+uo54uUaqV7qONKu+PRZNKefJqZTnRsRgDMZUbH3f/5Izg1r2qu8JRZbYsDrKtdBzBjfHuM3qxbelMLpxBVRW88AI7Kmt5Z7HSYAsScigjMclftsc7OOH3w1e/qjodWTWB0xGJxdgzpg4uvjipSpDycVsL+5o18ItfqJzyH/wAef31vHbTmTx5/zW8smkP+P385rb7eHz6Ck6ZWobf66IzFGVL2Xgcxb135MV+j61xB/xuq3iFww7GOVIzYnGCoEr1cWuSBLd1TrbuqgMpVgmlcWvB7UkW3B/7GKxdCy+9xCXf+ifyomGYN8/+jQq9LntjVN5ppQc2NdkL7/L6cjvntbsnSmtXmHBUUlbgIRqTRCuroKGBBjz25+i5Pl1r3Gnug+2yWbUKliyhOa/IDozSpm3dxWvt7LNYf8YF3D/nHPs7hBC2Sb1jzDjeL67EgYQxY3p9lw60ei5/Ag9ccM0Rd+YK5GU2lbsc4pjeKOpnJRKTfZrKjxQtGLW5/GijygeCdsl8aAvuPqLKjY97wOSM4G7pClNnaSW7mjsJRyVCSoLrn7PLTurdektKqUoAamv5zNX3suFs1ckq0b8kBPxpcwOHEitlXXWVErZ9NIIPRyX/c/wCuO++pIXK1nQ0l1+uIn6vv55IuTJ7zmjYzgvvq8Cn9VsbmVxRQE1QmfB7ojFaOnuScjg1gTw3PTrlyOumwOtmQqnfDm5K9IENhkRBlVnj7n1OtvqxEt0JQujgNMtUbvm4ZWIMxOc/D08/TaBxn2od+9xz9m9U6HPZGyNdDhWPh7feV0J82dRy+3fs7InabTK1/zi2cyfs30/3oVa7upheUOurCnGIPgR3OKZiNh58kF3BsXYqko7wfuv9FkKRKAelm7987SYO+ouT8nq1ST0cjbErOJaK559W1oUUdKBVWyiStPEbLHEfd3pT+bG8USz0uuwNR1+m8iNFC2j9jH8UUeX94XI6KPS6aGjtX+PWpnKtcR/L92qkyQnBHYtJWrvCzBqnNNBtB9oIx2I8XX+yPgFI8Et2phHcqAIsHksj1VWLHAJOra/g0bc+YN53nmOPZYamvFyliAG8Y3Uk+tnPYMkS2+QdCfVQ2XGQVOwFM5FTTwWPh+bPrrEP/XlbE23dYf668yDLpqoIeb2hONQZTrIKaJIKV+S7KSvwMLmiwE4dOVKNO9FUXlGUXBxDLwwFCRuJ6kAeHlf/PsfRitMh7HrvdaX5NHf02ClgQb+bmCR5cwawciV33rqWH6/+OhBPSSrJ99hzc2t5Lc+u/QPcfLMtPOfUBu3fsSsc5YMWNb+0VvzrNddz12kXs6tb2PeposiLQ8DYQB5jivMozuu9yfO6kzeQhzp67HtYE/TjcTq49Q9/58L7XicSkxT51HyqKIy7YCaU+tl7qJOucJQXJs1TB9MUFUrcZKamew0G28edRrMr9LoIprgwjiWEEPbYh0RwW8qBbrUZiw2tqVxT7Hfb86ivAiwOh8AhoC2k1l9jKs9MTtQqb+tWCf3Txxbx6nvNvLK9iU/NquYHS9ew6roLmWj1vbZN5V09vT4jFFH+7FIrt1QLyLGBPL5z7omcsrmBm5/czAv/OMCFi2vjb3zwQWXu/tSn4PHH1bGWFsjLo2jbP/jR9y+FaY/AeefZb7FNlGk45Mnn5nNv4MQTamkLRbh7/Xv0RGK24E4sgzh7fLDX+68/o56FE0soLfBQE/Tzk8+fRIHXRUWhl/l1JXaQ0GCJBwU5kqphOR2C0nwPB9pCSabyC0+uZVl9+ZDu9mjFH2IAABJGSURBVEeagN/D4e4Ix48tYkdTB/tbuqwuVup36A5He2kV+yrGEUJFok+pLOTBKxYyd0KQV3fEtdT26TPA4+G+i+bR2KYikLXG3RWO8s4HrXicDhZOLOGRjXt5nhL+PHc1dEXsDcDqk2o4rqqIsgIvv7x4XlqBljgPWzvDbN7XytUrlAXJ43Lwq8sW8KPnt/LGTlWhz+9xsvbSBUlR37Wl+YSjkl1NHfzX3E9w7veuY+ak3v7rfM9HI7iL+4gqv+WT0wdSXmFEKS/0svdQ15CYyvWzpn+Doy15OlAC/nhAbF++e1AaepuJKu+XnNC4tSAO+j0sm1rOy9ua6I7EkMJBePES+zy9qLWk0bib2tVn6EUl0ddXVezjwsW11JXlq37HiaxaBd/6ljKbT5qkypSOGQPNzVRsV52YmDEj6S29TOUJHOrs4Zmpi5n62XNwOgT3vrwTn9thC9xEE35qAQZQkb7nzx3Hqccpk/vkigKqin04HILFk3qfP1D0glle6O2Vf6p/s8SKa0U+NzNqsrv7j9Zuj7f8yHsOdeJ1O5KEbCo9EZlk9Vg4sRSX02FvjCBeurOswMs0K7hMa9zd4SjrtzQyry5o/+47m+JlePU1+dxO5lglcKdWFqYVlnaQJPDKe03EJCyrjzeEmV9XwtIp5bbrJd/jYtqYIkoTrDraKrDtgNqMOCvTR4T7EzacR6dxZzaV1wT9jB+BimiDQbsJ+hNwR4IW0Frj1kXUhnrvrOeuEP1bEtwOYXzcAyA3BLcliAN+N8vqy2nrjvDGTmWiTmx7V9SH4NZ+Q72opPr6QPkaX32vOV5cA1Q61+23w+7dqhd4URE0NiKrqvjK07+gO79QCfQE7AIsadBm/HElfuaMD9ITibFwYqmtuWmN2+N0ZKwhPBQUel04RPpF1/bVpincks0Up0Ru7znYhc/ttBekpH7dFuFoLK27ItEVka6ilt4M7GjsYMuHbSybWm6bn/e1dsWvaRCmYjstEVi35QBFPhczUzZbiaVB/WlcM7VWXMlWqxBNumhvSNG4j8rHHbf8jEaG1FSufdwyOTjNMcSSO9EKkqmojMbtcthR78bHnZnRObsHiQ42C/jdnDy5DKdD8NzfVV6hJ2GR1H7J1D7K0Ftw64UmVXB3haNs2JWmo1dlpd15CYeDrhv+lX1F5ew+7exeEbQep8Mu1tHXWLT2o83koALeAFubGi50jni6Rbe8wIvLIfqMKM1GAn4Pfo/T9jV/0NKFL0Hj/u7T/7Arq2nC0VjSnNQUJwjudPXtte/wmc0NACybWmH7CKWMa1Wp0e59obMbpJSs39rI0inlvSqKJTbjyE9TEKSiUDWr2W5p3JliKHxuh/0YHJXG3UfltNFAXHAPQVS5NQnufWkHWxra7AIsziH2ces5N6CKddbcdgxAO89lcsLHrdO7ivM8FOe5Oa6qkM37DgPJGjfodoy9fdypgnt8iZ+TJ5eyvD5u+lswsQSPy8H6rQdYMqUPs3NpKXuu+jpnhebwk8/Ppj7lz163w45A7j0WS3DnefjEzLGs23KAs06Mp9fMry1hXm2QW88d/o5bn5pdzfSxvWurnzZNmeX7221nG6dPqyCQ56aq2GebnX0uJ9OqiqivLOS5v39IXVk+N5wVL/gRjsbSaqWFXpfdbSl1zoLaOPncDva3dlNV5GNqZUG8JClw5glVNLf32AGaA8HrctDcHqOxLcSHh0Np4x8SN67pgomEENSW5vOPhr41biEE+R4X7aHIUQnu0nwPK4+vZH7tkcVqjDRDqXFrzfrel3dyoC2E3+Ok0Osacs3Wds8MYDOirUlVRb6cWy8GQ04I7tYELRWgrizfFtypGkDA706bDqYFd2l+PI3p15cldy/ye1wsqCth3ZZGblzV6yPSfl46DdXrchKNSdU9LOX6Wrp68Lgc+NwOxpX4+e2Vi5P+Hsz39Do2XOiuX6mceUIVZ55QNcxXM/J8clY1n5ylunstmFjKS1sb8bmdjC/188zXT+H0H6y386A1PVFJvrf3oq16nquysuk0blA+we6wClQUQiSZro8fU8TVp04Z1PWrWIsou6wNgE6nTMTvUYGNB9pCadMPQQl3LbgzNc5Qn+WkPRRJynwYLC6ng3u+OPeI3z/SDKWP25VgEn9payN5bqdtgRxKtI97IBY3fSWnJFgRDb3JCVuE1lK1z7E2wbyXKriLrfaUqTS2dxP0uzNqDJplU8vZdqDdTsnJRGO7ymvMFBQEadKFUD7uQJ7b7EZHGdqd0WzVFgflH07UikH1485kTtYmx3QaN8SDebQL5WgjtbWVQNckr83Qo1r7sTMJ7sT3eZ191+DO9zgzfk4uMJSm8kQBfagzzL7W7qRgw6Gi2D9wU/k+K997+TBc12gmZwR3gddlL4iJ5r1UDSDgV12uOnsidvAG0KtdZSb0Av1SSnR5KBKlJ0EQp5reE8kkuNtDEVo6w0mBSobRgZ4XemEC5R/e1dyRVIglk48b4gtgJq01z+NMaueYGJV7RILbCpLc1dSByyHsIj2p6AC1TN2qEv3gblffGvfRmMmzgeEIToN4WM1waLZ2pP8gTPKL02TEGOLkhuDu6kmu5lSWWeMO5LlpbAux9I4XueflHfbxgQruyRUFjC32sX5LsuC+4r/f5Cu/2Zj0eT63I6koiUandCUGyb245QCz/+1PbNrbkpQaZBgdTLJ6kCdXFfPTHY5xoC2uhauo8vTCTedaZzKVB/0e5owP2t/hcAjb71xekF7o9kWe20V7d4QdjR2MK/FnbHU5paIQt1Mkpfslkhh5nmlTAqrQTHVw+PtgH0uUFXjxuIYmIyTRVD6zJkB9ZeGw9B3Xkf59dQZLpShDj2+DIidsUmsWTGDl8XEfa6LG7XKkatxu2kMR2kPw9LsNXLlMpWo1toeYk6agSSpCCJbVl/P7t/fbqT2tXWH+vL0JpxB09kTwe1z2RiCdyXuW1fXnrzuabb/iH99pIByV7GvtZnp17wAww7GNEIIXr1ue5OfTmuiupg4qrYYi4ag8YlP5nZ+Z2eu9fo+Lzp7oEWmys8YHuO+Vnazf2siCiZmDvb6wcAILJpZkbDOpG6AI0Xexj9vPO3HQ15ht+NxOHr1qcZJy8VGhK6T5PU7u+txsO6p8qAkMwlS+7rrlozYjYDjJiV9ozoRgUnBUYkBYquBM3Olu2tvCwY4epJQD1rhBmUXbQhG7lvQr25uIxiQ90RivWRWwGttDGfNVp1QUMKbYZxdz0ek4msGk9BiOHerK8hlTHNdw4o064n7unmgMdwbNJG4qT//3CaX5jE3RoHRef2nB4K00SyeXIYQqFJPJvw3KRN9XMZ0xRT48LgceZ995vDVBPzXBY7tAynBwQnVxWkvc0aI3fOOCfsaV+JNcGENJPB2sf3FTm/KMGNKTE4I7lb4WD23WqSzyIiW8vK2R9lCE7nBswIJ7sRWpuX7rAQDWb2mk0Ociz+20Teh9bQSEECybWs6ftzURjsbY+mE7DYe7qbRqgBsfd3YwNuDD5RB28Bf07ePWLpLBRAH7PS5K8j1HVIM+mO+xBfKEo6g45nAIxpf4+w3sNAwtuphOzTC7I4oGkcdtGBg5YSofDHp3eOmSOn6+7j1+/Pw2fr9pPzDwAJ8in5s544P8dsNe9h7qYt2WRpZMLiMUifHUpv20dIXZ3dzZZ13wZVPLefCNPVy59k0OWXnl162s5/rfberV69kwOnE5VUrfU5v22VkI7d2RjD5uvWFzZ/BxpyPf4zyqSmTLppbz9p6WPjXugVBb6k/unmcYdvQcG27BrasFDiSP2zAwclZw33n+TF7f2bsz14yaYhZPKuUTM6sJhWM8snEv2z5s47iqQmaPG3g1si8smsAPn93K23taKC3w8Nl544hYzRbe3tNCdSCPU6ZkjuhcOrWck8YHeK9RVZw6d3Y1n5g1lmc2f8jCiaWDH7DhmOSTs8by+Fsf8PYe5VYZX+Jnfl36+7toUikr6supLB64ID7zhCq7lviRcN7sajbsOsjs8UdXV/6cmWONGXyE+eSsav7wzn6+tKx3k5eh5vy5NWbd+ggRcpgCFAbL3Llz5QarT7bBYDAYDNmOEOJNKWW/FYSG1ekkhPhPIcSrQoh/Gc7vNRgMBoMhWxg2wS2EOA9wSikXAROFEIOrv2gwGAwGg2FYNe7lwMPW6z8BSzKfajAYDAaDIR3DKbjzgQ+s1weBytQThBBXCCE2CCE2NDY2pv7ZYDAYDIacZzgFdzug8xAK0n23lPIeKeVcKeXc8nJTZN5gMBgMhlSGU3C/Sdw8PhPYNYzfbTAYDAZDVjCcedyPAy8LIcYCHwcW9nO+wWAwGAyGFIZN45ZSHkYFqL0GrJBStg7XdxsMBoPBkC0cswVYhBCNwO6P8CPLgKaP8PNGE7k8dsjt8Zux5yZm7KOTCVLKfgO8jlnB/VEjhNgwkIo02Ugujx1ye/xm7GbsuUYujN206zEYDAaDYRRhBLfBYDAYDKOIXBLc94z0BYwguTx2yO3xm7HnJmbsWUzO+LgNBoPBYMgGcknjNhgMBoNh1GMEt8FgMBhGHUKIEiHEx4QQZSN9LcNNTgjuXOoDLoRwCSHeF0Kss/47UQhxixDiDSHET0f6+oYSIUSlEOJl67VbCPGUEOIVIcQlmY5lCyljrxZC7E2YA+XW8ax7DoQQxUKIp4UQfxJCPCaE8KQbZw6NPenZt87LuudfCBEEfg/MB14UQpTnyn2HHBDcOdgHfAbwgJRyuZRyOeBB1YifDxwQQpw+khc3VFgP8v2oLnQAXwXelFKeDHxaCFGY4dioJ83YFwDf0XNAStmYxc/BGuAHUsqVQANwASnjzKGxf4uEZ19K+Y4QYg7Z+fzPAL4hpfwO8AxwKrlz37NfcJN7fcAXAmcLIV4XQvwncBrwiFRRiM8AS0f06oaOKPBZ4LD17+XE7/tLwNwMx7KB1LEvBC4TQmwUQtxmHVtOFj4HUsqfSSmftf5ZDnyB3uNcnubYqCfN2CMkPPtCCBewjCx8/qWU66WUrwkhTkFtSs4gR+475Ibg7rcPeJbxBnC6lHI+4Ea1Us368UspD6fUv09337NyLqQZ+9OoRWsesEgIMYMsHbtGCLEICAJ7yJH7rkkY+7MkP/tnkcVjF0II1Ib1ECDJofueC4K73z7gWcYmKeV+6/UGcm/8mnTjzpXf4i9SyjYpZRR4C5hCFo9dCFEC3AVcQo7d95Sxpz77WX3fpeIrwCZgMTl037NmIH2Qa33A1wohZgohnMCnULvOXBq/Jt19z5W58IwQYowQwg+sBN4lS8cuhPAAvwX+WUq5mxy672nGnvrsv032jv2bQogvWv8MAN8lR+47DG8/7pEi1/qA/xvwG0AATwK3osb/I+BM679c4H7g/wshlgLHA39Fmc1Sj2UjtwAvAj3A3VLKLUKI/WTnc3ApcBJwoxDiRuCXwD+ljFOSG2N/EViL9exLKZ8TQjiA27Pw+b8HeFgIcRlqY/o48FKO3PfcqJxmRd1+DHhJStkw0tcz3Agh8oBVwEYp5Y6Rvp7hwnpglwDPaB9wumO5Qq48B+nGmStjT0euPP+5dN9zQnAbDAaDwZAt5IKP22AwGAyGrMEIboPBYDAYRhFGcBsMhl4IIUqFEJ+zXrutnFmDwXAMYHzcBoMBACHE14CQlPJuIYQX2AqcA/wzqnhFzDp1DlCba8F9BsOxQi6kgxkMBgshxDJUuuA24DgpZVXCnyNA2MoDLgG+ATRIKT+X8hnrUKlmBoNhBDCC22DILSLAY1LKq62OUZcAJ1jHZ6K06ghwhZTyZCHEM5Yg1+g8YGOqMxhGCCO4DYbcIgqcK4Q4AaiQUt4nhBgnpdwjhLgS6AYeAi62zndJKU8DpWlLKSPG3W0wjCwmOM1gyC2iKI17ObDfKs7xlBCiOMP5xwkhnhNCPIfSyA0GwwhjNG6DIbdI3KwLKWWXEOKnZG5x+ncp5elg+7YNBsMIYwS3wZBbuIibyqsBpJT3AgghpqQ5f5albQPMtHo8GwyGEcQ8hAZDbuEkHpx2c8rftPPaoV9LKctSP8DqShVLPW4wGIYHI7gNhtxiA7AFQEp5iz4ohDgf+D/AZajexd50bxZC/BoVsGbSwQyGEcIUYDEYDLqDVExKGernvEIpZdswXZbBYEiDEdwGg8FgMIwiTDqYwWAwGAyjCCO4DQaDwWAYRRjBbTAYDAbDKMIIboPBYDAYRhFGcBsMBoPBMIr4X7nVjafrRWaDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd612aa58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测得到的D售货机2018年一月份非饮料类商品的交易额为： 318.972\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ddd57c6dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测得到的E售货机2018年一月份非饮料类商品的交易额为： 533.927\n",
      "\n"
     ]
    }
   ],
   "source": [
    "monthOne_NonDrink=[A_monthOne_NonDrink, B_monthOne_NonDrink]\n",
    "#首先检验平稳性和白噪声\n",
    "for i in range(3):\n",
    "    NonDrink_data=place_data[i][place_data[i]['商品大类']=='非饮料']\n",
    "    #销售额\n",
    "    NonDrink_sales=NonDrink_data.groupby([NonDrink_data['支付时间'].dt.month, NonDrink_data['支付时间'].dt.day])['金额'].count()\n",
    "    \n",
    "    m=list(map(list,zip(*list(NonDrink_sales.index))))  #分离元组数据\n",
    "    n=[]  #存储时间\n",
    "    for j in range(len(NonDrink_sales)):\n",
    "        n.append('2017/'+str(m[0][j])+'/'+str(m[1][j]))\n",
    "    NonDrink_data=pd.DataFrame(np.array(NonDrink_sales.values,dtype=np.float),index=n,columns=['money']) #变为DataFrame格式，索引为时间\n",
    "    NonDrink_data.index= pd.to_datetime(NonDrink_data.index)\n",
    "\n",
    "    # 寻找最优ARMA模型参数，即best_aic最小\n",
    "    best_aic = float(\"inf\") # 正无穷\n",
    "    for param in parameters_list:\n",
    "        try:\n",
    "            model = ARMA(NonDrink_data.money,order=(param[0],param[1])).fit()\n",
    "        except ValueError:\n",
    "            #print('参数错误:', param)\n",
    "            continue\n",
    "        aic = model.aic\n",
    "        if aic < best_aic:\n",
    "            best_model = model\n",
    "    #预测\n",
    "    predict_place= best_model.predict(0,len(NonDrink_data)+31)\n",
    "    plt.figure(figsize=(8,4))\n",
    "    plt.plot(NonDrink_data.values,label='实际金额')\n",
    "    plt.plot(predict_place,c='r',ls='--', label='预测金额')\n",
    "    plt.legend()\n",
    "    plt.title(place[i]+'售货机非饮料类销售额预测')\n",
    "    plt.xlabel('时间')\n",
    "    plt.ylabel('金额')\n",
    "    plt.savefig('../图片/预测/'+place[i]+'售货机非饮料类.png')\n",
    "    plt.show()\n",
    "    #计算预测得出的2018年一月份的交易额\n",
    "    place_monthOne_NonDrink=round(np.sum(predict_place[-31:]),3)\n",
    "    monthOne_NonDrink.append(place_monthOne_NonDrink)\n",
    "    print('预测得到的'+place[i]+'售货机2018年一月份非饮料类商品的交易额为：',place_monthOne_NonDrink)\n",
    "    print()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**依据判据标准，C地区符合平稳性序列，且非白噪声序列。D和E地区非白噪声序列，但两个地区的数据是非平稳性序列**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "      <th>E</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>饮料类销售额</th>\n",
       "      <td>505.914</td>\n",
       "      <td>761.044</td>\n",
       "      <td>833.530</td>\n",
       "      <td>509.693</td>\n",
       "      <td>1143.407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>非饮料类销售额</th>\n",
       "      <td>364.674</td>\n",
       "      <td>371.989</td>\n",
       "      <td>386.571</td>\n",
       "      <td>318.972</td>\n",
       "      <td>533.927</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               A        B        C        D         E\n",
       "饮料类销售额   505.914  761.044  833.530  509.693  1143.407\n",
       "非饮料类销售额  364.674  371.989  386.571  318.972   533.927"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#现在有的数据：预测得到的饮料类金额monthOne_drink和非饮料类金额monthOne_NonDrink\n",
    "place=['A','B','C','D','E']\n",
    "predict_data=pd.DataFrame(np.array([monthOne_drink,monthOne_NonDrink]),index=['饮料类销售额','非饮料类销售额'],columns=place)\n",
    "predict_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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